diff --git a/.github/workflows/ci-backend.yml b/.github/workflows/ci-backend.yml
new file mode 100644
index 0000000..9399322
--- /dev/null
+++ b/.github/workflows/ci-backend.yml
@@ -0,0 +1,80 @@
+# CI for this repository (Rust + optional WASM UI build).
+name: CI
+
+on:
+  push:
+    branches: [main]
+  pull_request:
+    branches: [main]
+
+jobs:
+  rust:
+    runs-on: ubuntu-latest
+
+    # Set the working-directory for all steps to the repo root
+    defaults:
+      run:
+        working-directory: .
+
+    steps:
+      - name: Check out code
+        uses: actions/checkout@v4
+
+      - name: Set up Rust
+        uses: dtolnay/rust-toolchain@stable
+        with:
+          toolchain: stable
+          components: clippy, rustfmt # Install clippy (lint) and rustfmt (format)
+
+      - name: Cache Cargo
+        uses: actions/cache@v4
+        with:
+          path: |
+            ~/.cargo/bin/
+            ~/.cargo/registry/index/
+            ~/.cargo/registry/cache/
+            ~/.cargo/git/db/
+            target/
+          key: ${{ runner.os }}-cargo-${{ hashFiles('**/Cargo.lock') }}
+
+      - name: Check Formatting (cargo fmt)
+        run: cargo fmt -- --check
+
+      - name: Run Lint (cargo clippy)
+        run: cargo clippy --all-targets --all-features
+
+      - name: Run Build (cargo build)
+        run: cargo build --all-targets --all-features --verbose
+
+      - name: Run Tests (cargo test)
+        run: cargo test --all-features --verbose
+
+  ui:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Check out code
+        uses: actions/checkout@v4
+
+      - name: Set up Rust (stable + wasm target)
+        uses: dtolnay/rust-toolchain@stable
+        with:
+          toolchain: stable
+          targets: wasm32-unknown-unknown
+
+      - name: Cache Cargo
+        uses: actions/cache@v4
+        with:
+          path: |
+            ~/.cargo/bin/
+            ~/.cargo/registry/index/
+            ~/.cargo/registry/cache/
+            ~/.cargo/git/db/
+            target/
+          key: ${{ runner.os }}-cargo-${{ hashFiles('**/Cargo.lock') }}
+
+      - name: Install trunk
+        run: cargo install trunk --locked
+
+      - name: Build Yew UI
+        run: trunk build --release
+        working-directory: inference-ui
diff --git a/.gitignore b/.gitignore
index b594c2d..ebb9559 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,6 +1,11 @@
 /target
-data/
 malaria-model/
 .idea/
+/data/Parasitized
+/data/plasmodium-phonecamera
+/data/tuberculosis-phonecamera
+/plasmodium-images
+/mpidb_crops/
+/data/Uninfected
 inference-ui/target/
 inference-ui/dist/
\ No newline at end of file
diff --git a/Cargo.lock b/Cargo.lock
index 21eeb82..5c30289 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -2,30 +2,6 @@
 # It is not intended for manual editing.
 version = 4
 
-[[package]]
-name = "Burn_model"
-version = "0.1.0"
-dependencies = [
- "anyhow",
- "axum",
- "burn",
- "burn-ndarray",
- "burn-tensor",
- "burn-train",
- "burn-wgpu",
- "image",
- "rand 0.9.2",
- "rayon",
- "serde",
- "serde_json",
- "tokio",
- "tower-http 0.5.2",
- "tracing",
- "tracing-subscriber",
- "tract-onnx",
- "uuid",
-]
-
 [[package]]
 name = "adler2"
 version = "2.0.1"
@@ -3456,6 +3432,31 @@ dependencies = [
  "syn 2.0.111",
 ]
 
+[[package]]
+name = "malaria_model"
+version = "0.1.0"
+dependencies = [
+ "anyhow",
+ "axum",
+ "burn",
+ "burn-ndarray",
+ "burn-tensor",
+ "burn-train",
+ "burn-wgpu",
+ "csv",
+ "image",
+ "rand 0.9.2",
+ "rayon",
+ "serde",
+ "serde_json",
+ "tokio",
+ "tower-http 0.5.2",
+ "tracing",
+ "tracing-subscriber",
+ "tract-onnx",
+ "uuid",
+]
+
 [[package]]
 name = "malloc_buf"
 version = "0.0.6"
diff --git a/Cargo.toml b/Cargo.toml
index d92c374..e060ab4 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -1,5 +1,5 @@
 [package]
-name = "Burn_model"
+name = "malaria_model"
 version = "0.1.0"
 edition = "2021"
 
@@ -14,6 +14,7 @@ burn-train = "0.19.0"
 image = "0.25.9"
 rand = "0.9.2"
 serde = { version = "1.0", features = ["derive"] }
+csv = "1.3"
 anyhow = "1.0"
 rayon = "1.10.0"
 
diff --git a/DEV_GUIDE.md b/DEV_GUIDE.md
new file mode 100644
index 0000000..effd3c4
--- /dev/null
+++ b/DEV_GUIDE.md
@@ -0,0 +1,151 @@
+# Developer Guide
+
+## Crop Generation Strategy (MP-IDB + Uninfected)
+
+This project trains on **image crops** rather than full microscopy frames.
+The crops are generated by the `mpidb_prep` utility:
+
+```bash
+cargo run --bin mpidb_prep -- <data_root> <out_root> <crop_size> <min_mask_area>
+```
+
+Defaults:
+
+- `data_root`: `data`
+- `out_root`: `mpidb_crops`
+- `crop_size`: `128`
+- `min_mask_area`: `25`
+
+The output is:
+
+- A directory of saved crop images (`.png`)
+- A `manifest.csv` describing labels for each crop
+
+## Data Sources
+
+### Infected (MP-IDB)
+For each malaria species directory under `data/` (e.g. `data/Falciparum`, `data/Malariae`, ...), the tool expects:
+
+- `data/<Species>/img/` : RGB microscopy images
+- `data/<Species>/gt/` : corresponding binary masks (ground truth)
+
+The tool matches files by **exact filename** (e.g. `gt/XYZ.jpg` corresponds to `img/XYZ.jpg`).
+
+### Uninfected (negative samples)
+The tool also reads:
+
+- `data/Uninfected/`
+
+These images are used as **negative examples** (uninfected / no malaria).
+
+## Key Design Choice
+
+### Why crops?
+The MP-IDB infected dataset provides **segmentation masks** that localize parasites. Using these masks lets us generate **parasite-centered crops**.
+This increases the signal-to-noise ratio during training compared to training on full images.
+
+### Weak stage labels
+MP-IDB stage labels are **image-level** (inferred from filename tokens like `R/T/S/G`).
+That means stage labels are *weak* with respect to individual parasite crops.
+To make this usable, we train stage prediction as **presence probability per crop** (multi-label), acknowledging it’s weak supervision.
+
+## Infected Crop Algorithm (from masks)
+
+For each infected `gt` mask image:
+
+1. **Load image + mask**
+   - Image is read as RGB (`RgbImage`)
+   - Mask is read as grayscale (`GrayImage`)
+
+2. **Connected components**
+   - We scan the mask and run a BFS connected-components search using **4-neighborhood** (`left/right/up/down`).
+   - Each connected component is assumed to correspond to one parasite region.
+
+3. **Filter tiny components**
+   - Components with `area < min_mask_area` are discarded.
+   - This removes small artifacts/noise in masks.
+
+4. **Bounding box extraction**
+   - For each component we compute its bounding box `(min_x, min_y, max_x, max_y)`.
+
+5. **Context padding**
+   - We expand the bounding box by a fraction of its size.
+   - Current padding fraction is fixed in code:
+     - `pad_frac = 0.25` (25% padding)
+
+6. **Square padding**
+   - The padded crop rectangle is converted to a **square** by taking:
+     - `side = max(crop_w, crop_h)`
+   - The original rectangular crop is centered into the square canvas.
+
+7. **Resize to training size**
+   - Final crop is resized to `crop_size x crop_size` (default `128x128`) using `FilterType::Triangle`.
+
+8. **Save crop**
+   - Output path:
+     - `mpidb_crops/<Species>/<source_image_id>_<component_index>.png`
+
+## Uninfected Crop Algorithm
+
+Uninfected images do not have masks, so we generate a single crop per image:
+
+1. **Load image** as RGB
+2. **Center square crop**
+   - Take the largest centered square from the image (uses the smaller of width/height).
+3. **Resize to `crop_size`** (default `128x128`)
+4. **Save crop**
+   - Output path:
+     - `mpidb_crops/Uninfected/<source_image_id>_0.png`
+
+## Stage Label Inference
+
+Stages are inferred from tokens in the `source_image_id` (filename stem).
+A stage flag is set to 1 if the token exists:
+
+- `R` => ring
+- `T` => trophozoite
+- `S` => schizont
+- `G` => gametocyte
+
+Tokenization splits on `-`, `_`, and spaces.
+
+Important: this is **not** a per-parasite stage ground truth.
+It is treated as **multi-label “presence” supervision**.
+
+## Manifest Schema
+
+The tool writes `mpidb_crops/manifest.csv` with columns:
+
+- `crop_path` : absolute/relative path string written by the tool
+- `infected` : `1` for infected crops, `0` for uninfected crops
+- `species` : one of `Falciparum|Malariae|Ovale|Vivax|Uninfected`
+- `stage_r` : `0/1`
+- `stage_t` : `0/1`
+- `stage_s` : `0/1`
+- `stage_g` : `0/1`
+- `source_image_id` : the stem of the original image filename (used for splitting)
+
+## Leakage-Safe Splitting
+
+When training, the dataset is split using `source_image_id` so that:
+
+- All crops derived from the same original image stay in the same split
+
+This prevents leakage where near-identical parasite crops from one image appear in both train and validation.
+
+## Practical Notes / Debugging
+
+- If you get **zero crops for a species**, check:
+  - `data/<Species>/gt` exists and contains masks
+  - `data/<Species>/img` contains the same filenames
+  - masks are not empty and have non-zero pixels
+
+- If you see **too many tiny crops**, increase `min_mask_area`.
+
+- If crops cut off parasite context, increase the padding fraction in `crop_and_square_pad` (currently `0.25`).
+
+## Where the Code Lives
+
+- Crop tool: `src/bin/mpidb_prep.rs`
+- Manifest-based dataset loader: `src/data.rs` (`MpIdbDataset`)
+- Training entry point: `src/training.rs`
diff --git a/README.md b/README.md
index 70c9cf6..775f5aa 100644
--- a/README.md
+++ b/README.md
@@ -1,197 +1,144 @@
-### Samples
-#### Sample 1
-![](./docs/sample_2.png)
+# Malaria Detection CNN (Rust + Burn)
 
-Find more samples here [samples](./docs/samples.md)
+[![Rust](https://img.shields.io/badge/Rust-1.75%2B-orange?logo=rust)](https://www.rust-lang.org/)
+[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
+[![Build Status](https://img.shields.io/github/actions/workflow/status/username/malaria-detection-cnn/rust.yml)](https://github.com/username/malaria-detection-cnn/actions)
+[![Tensor Operations/s](https://img.shields.io/badge/Performance-50x_faster-blue)](https://github.com/username/malaria-detection-cnn)
+[![WebAssembly Ready](https://img.shields.io/badge/WebAssembly-Ready-purple)](https://webassembly.org/)
+[![Telemedicine](https://img.shields.io/badge/Application-Telemedicine-green)](https://github.com/username/malaria-detection-cnn)
 
-### Installation
-```bash
-# Clone the repository
-git clone https://github.com/username/malaria-detection-cnn
-cd malaria-detection-cnn
+> **AI system for malaria detection from blood smear images**  
+> Implemented in Rust (Burn) with an Axum inference API and a Yew web UI.
 
-# Build in release mode
-cargo build --release
+## Overview
 
-# Prepare data folders
-mkdir -p data/{Parasitized,Uninfected}
-# Place the images in the corresponding folders
-```
+This model predicts:
+
+- **Infected vs Uninfected** (gating)
+- **Species**: Falciparum, Malariae, Ovale, Vivax (plus an internal Uninfected class)
+- **Stage presence** (multi-label): Ring (R), Trophozoite (T), Schizont (S), Gametocyte (G)
+
+Stage labels are weak (image-level presence inferred from filename tokens) and are treated as presence probabilities.
+
+## Repository Layout
+
+- `src/bin/mpidb_prep.rs`: crop generation + `manifest.csv` writer
+- `src/training.rs`: training entry point
+- `src/bin/server.rs`: inference API (Axum)
+- `inference-ui/`: web UI (Yew)
+- `DEV_GUIDE.md`: detailed crop/manifest strategy
+
+## Requirements
+
+- Rust toolchain
+- Optional (UI): `trunk` + target `wasm32-unknown-unknown`
+
+## Data Preparation (Crops + Manifest)
 
-### Data Structure
+This project trains from a CSV manifest generated by `mpidb_prep`.
+
+Expected input folders:
+
+1) **MP-IDB species dataset** (infected) (one folder per species):
+
+```text
+data/
+├── Falciparum/
+│   ├── img/...
+│   └── gt/...
+├── Malariae/
+│   ├── img/...
+│   └── gt/...
+├── Ovale/
+│   ├── img/...
+│   └── gt/...
+└── Vivax/
+    ├── img/...
+    └── gt/...
 ```
+
+2) **Uninfected negatives**:
+
+```text
 data/
-├── Parasitized/          # 13,779 infected images
-│   ├── cell_1.png
-│   ├── cell_2.png
-│   └── ...
-└── Uninfected/           # 13,779 healthy images
-    ├── cell_1.png  
+└── Uninfected/
+    ├── cell_1.png
     ├── cell_2.png
     └── ...
 ```
 
-### Start Training
+Generate crops + `manifest.csv`:
+
 ```bash
-# Balanced mode (recommended)
-cargo run --release
+cargo run --bin mpidb_prep -- data mpidb_crops 128 25
+```
 
-# Debug mode (development)
-cargo run
+Outputs:
 
-# Unit tests
-cargo test
+- `mpidb_crops/<Species>/*.png` (infected crops)
+- `mpidb_crops/Uninfected/*.png` (uninfected crops)
+- `mpidb_crops/manifest.csv`
 
-# Benchmark
-cargo bench
+Manifest schema:
+
+```text
+crop_path,infected,species,stage_r,stage_t,stage_s,stage_g,source_image_id
 ```
 
-## 🎓 Learnings and Insights
-
-### ✅ Technical Wins
-1. **Rust Performance**: 50–100x faster than equivalent Python
-2. **Memory Optimization**: Efficient handling of 27,558 images
-3. **Stable Convergence**: BatchNorm and adaptive learning rate
-4. **Quality Preserved**: ~90% of original accuracy with 98% less time
-
-### 🔧 Implemented Solutions
-1. **Dimension Reduction**: 128×128 → 80×80 (quality preserved)
-2. **Lightweight Architecture**: ~70% fewer parameters
-3. **Smart Caching**: Partial preloading and parallelization
-4. **Batch Processing**: Increased batch size for CPU optimization
-
-## 🔄 Project Evolution
-
-### Phase 1: Initial Prototype
-- ✅ Basic CNN architecture
-- ✅ Functional data pipeline
-- ✅ Basic training operational
-
-### Phase 2: Performance Optimization  
-- ✅ Training time reduced (4 days → 4 hours)
-- ✅ Memory and compute optimizations
-- ✅ Advanced metrics implemented
-
-### Phase 3: Industrialization
-- ✅ Modular and maintainable code
-- ✅ Externalized configuration
-- ✅ Model save/load
-
-## 🔮 Roadmap and Future Improvements
-
-### 🎯 Short Term (1–2 months)
-- [ ] Advanced **Data Augmentation** (rotation, flip, contrast)
-- [ ] **Cross-Validation** k-fold for robustness
-- [ ] **Visualization** of feature maps and attention
-- [ ] **REST API** for production inference
-
-### 🚀 Mid Term (3–6 months)  
-- [ ] **Transfer Learning** with pre-trained models
-- [ ] **Segmentation** of parasites in cells
-- [ ] **Multi-Class Classification** (Plasmodium species)
-- [ ] **Mobile Deployment** with ONNX/TFLite
-
-### 🔬 Long Term (6+ months)
-- [ ] **Federated Learning** for data privacy
-- [ ] **Active Learning** for automatic/semi-automatic annotation
-- [ ] **LIS/HIS Integration** with hospital systems
-- [ ] **Clinical Validation** across multiple centers
-
-## 🏥 Medical and Societal Impact
-
-### Direct Benefits
-- **Accelerated Diagnosis**: Minutes → seconds
-- **Accessibility**: Rural areas and limited resources
-- **Standardization**: Reduced inter-operator variability
-- **Reduced Cost**: Automation of routine analyses
-
-### Potential Applications
-1. **Telemedicine**: Remote diagnosis
-2. **Mass Screening**: Public health campaigns  
-3. **Research**: Analysis of large epidemiological datasets
-4. **Education**: Learning tool for lab technicians
-
-## 🤝 Contribution
-
-### Contribution Guide
-1. **Fork** the repository
-2. **Feature Branch**: `git checkout -b feature/amazing-feature`
-3. **Commit**: `git commit -m 'Add amazing feature'`
-4. **Push**: `git push origin feature/amazing-feature`
-5. **Pull Request**
-
-### Coding Standards
-- **Rustfmt** for formatting
-- **Clippy** for lint checks
-- **Unit Tests** for each module
-- **Comprehensive** documentation
-
-### Local Development
-```bash
-# Install environment components
-rustup component add clippy rustfmt
+For a detailed explanation of the cropping strategy and leakage-safe splitting, see:
+
+- `DEV_GUIDE.md`
 
-# Code checks
-cargo clippy -- -D warnings
-cargo fmt --check
+## Training
 
-# Tests
-cargo test
-cargo test -- --nocapture  # With output
+```bash
+cargo run --release
 ```
 
-## 📄 License
+Training reads the manifest path configured in `src/config.rs`:
 
-This project is distributed under the **MIT** license - see [LICENSE](LICENSE) for more details.
+- `mpidb_crops/manifest.csv`
+
+## Inference API (Rust)
+
+Start the server:
 
-### Run the Inference API (Rust)
 ```bash
-# From the project root
 MODEL_PATH=./malaria-model.bin cargo run --bin server
-# The API listens by default on http://localhost:8080
 ```
 
 Endpoints:
-- `GET /health` → returns `ok`
-- `POST /predict` (multipart/form-data, field `image`) → returns `{ class, probabilities }`
 
-### Run the Inference UI (Vite + React)
-```bash
-cd inference-ui
-# Optional: create a .env.local file to configure the API URL
-echo "VITE_API_BASE=http://localhost:8080" > .env.local
+- `GET /health` → `ok`
+- `POST /predict` → `multipart/form-data` with field `image` (or `file`)
 
-npm install
-npm run dev   # opens http://localhost:5173
-```
+Example request:
 
-In the UI, go to the "Analyze" page (top menu) to:
-- upload a blood smear image (drag & drop or file selection)
-- send the request to the `/predict` API
-- view the predicted class (Parasitized / Uninfected) and probabilities
+```bash
+curl -X POST http://localhost:8080/predict -F "image=@./some_image.png"
+```
 
-CORS Note: the server allows any origin in development. For production, restrict origins on the server as needed.
+Example response:
 
-### Run the Inference UI (Yew + Trunk)
-This repository also contains a Rust/Yew-based web UI that mirrors the React app’s functionality.
+```json
+{
+  "infected": true,
+  "predicted_species": "Falciparum",
+  "species_probabilities": [0.87, 0.05, 0.03, 0.02, 0.03],
+  "stage_probabilities": [0.92, 0.15, 0.08, 0.02]
+}
+```
 
-Requirements:
-- Rust target `wasm32-unknown-unknown`
-- Trunk (install with `cargo install trunk`)
+## Inference UI (Yew)
 
-Steps:
 ```bash
 rustup target add wasm32-unknown-unknown
-cd inference-ui
-
-# Optional: override API base similar to Vite's VITE_API_BASE
-# You can define a global at runtime before the WASM is loaded in index.html, e.g.:
-# <script>window.VITE_API_BASE = "http://localhost:8080";</script>
+cargo install trunk
 
+cd inference-ui
 trunk serve --open
-# opens http://127.0.0.1:8080 or similar; it will proxy static files. Ensure the Rust API is running separately.
 ```
 
-Notes:
-- The Yew UI implements the Analyze flow: health badge, file picker/drag & drop preview, POST `/predict`, and probability bars.
-- Styling is kept lightweight but matches the current dark theme and layout.
+## License
+
+MIT. See `LICENSE`.
diff --git a/data/Falciparum/.ipynb_checkpoints/ConvertAbsPathToRelPath-checkpoint.ipynb b/data/Falciparum/.ipynb_checkpoints/ConvertAbsPathToRelPath-checkpoint.ipynb
new file mode 100644
index 0000000..7fec515
--- /dev/null
+++ b/data/Falciparum/.ipynb_checkpoints/ConvertAbsPathToRelPath-checkpoint.ipynb
@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
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diff --git a/data/Falciparum/mp-idb-falciparum.csv b/data/Falciparum/mp-idb-falciparum.csv
new file mode 100644
index 0000000..0544fbd
--- /dev/null
+++ b/data/Falciparum/mp-idb-falciparum.csv
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diff --git a/data/Falciparum/scripts/ConvertAbsPathToRelPath.ipynb b/data/Falciparum/scripts/ConvertAbsPathToRelPath.ipynb
new file mode 100644
index 0000000..cfa2532
--- /dev/null
+++ b/data/Falciparum/scripts/ConvertAbsPathToRelPath.ipynb
@@ -0,0 +1,203 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\loand\\Anaconda3\\envs\\scam_parser\\lib\\site-packages\\ipykernel_launcher.py:8: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  \n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>filename</th>\n",
+       "      <th>parasite_type</th>\n",
+       "      <th>xmin</th>\n",
+       "      <th>xmax</th>\n",
+       "      <th>ymin</th>\n",
+       "      <th>ymax</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1305121398-0001-R_S.jpg</td>\n",
+       "      <td>ring</td>\n",
+       "      <td>919</td>\n",
+       "      <td>887</td>\n",
+       "      <td>76</td>\n",
+       "      <td>67</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1305121398-0001-R_S.jpg</td>\n",
+       "      <td>schi</td>\n",
+       "      <td>1246</td>\n",
+       "      <td>1498</td>\n",
+       "      <td>106</td>\n",
+       "      <td>113</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1305121398-0001-R_S.jpg</td>\n",
+       "      <td>ring</td>\n",
+       "      <td>1718</td>\n",
+       "      <td>310</td>\n",
+       "      <td>71</td>\n",
+       "      <td>84</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1305121398-0003-R.jpg</td>\n",
+       "      <td>ring</td>\n",
+       "      <td>1231</td>\n",
+       "      <td>850</td>\n",
+       "      <td>89</td>\n",
+       "      <td>87</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1305121398-0004-R.jpg</td>\n",
+       "      <td>ring</td>\n",
+       "      <td>815</td>\n",
+       "      <td>1080</td>\n",
+       "      <td>67</td>\n",
+       "      <td>73</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  filename parasite_type  xmin  xmax  ymin  ymax\n",
+       "0  1305121398-0001-R_S.jpg          ring   919   887    76    67\n",
+       "1  1305121398-0001-R_S.jpg          schi  1246  1498   106   113\n",
+       "2  1305121398-0001-R_S.jpg          ring  1718   310    71    84\n",
+       "3    1305121398-0003-R.jpg          ring  1231   850    89    87\n",
+       "4    1305121398-0004-R.jpg          ring   815  1080    67    73"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import os\n",
+    "from itertools import islice\n",
+    "\n",
+    "df = pd.read_csv('mp-idb-falciparum-Copy1.csv')\n",
+    "\n",
+    "for index, row in df.iterrows():\n",
+    "    df['filename'][index] = os.path.basename(os.path.normpath(df['filename'][index]))\n",
+    "\n",
+    "df.head()\n",
+    "#df.to_csv('mp-idb-falciparum-Copy2.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import csv\n",
+    "\n",
+    "def updater(filename):\n",
+    "    with open(filename, newline= \"\") as file:\n",
+    "        readData = [row for row in csv.DictReader(file)]\n",
+    "        print(readData)\n",
+    "        readData[row]['filename'] = 'x'\n",
+    "        print(readData)\n",
+    "\n",
+    "    readHeader = readData[0].keys()\n",
+    "    writer(readHeader, readData, filename, \"update\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[OrderedDict([('filename', 'C:\\\\Users\\\\loand\\\\Documents\\\\GitHub\\\\MP-IDB-The-Malaria-Parasite-Image-Database-for-Image-Processing-and-Analysis\\\\Falciparum\\\\img\\\\1305121398-0001-R_S.jpg'), ('parasite_type', 'ring'), ('xmin', '919'), ('xmax', '887'), ('ymin', '76'), ('ymax', '67')]), OrderedDict([('filename', 'C:\\\\Users\\\\loand\\\\Documents\\\\GitHub\\\\MP-IDB-The-Malaria-Parasite-Image-Database-for-Image-Processing-and-Analysis\\\\Falciparum\\\\img\\\\1305121398-0001-R_S.jpg'), ('parasite_type', 'schi'), ('xmin', '1246'), ('xmax', '1498'), ('ymin', '106'), ('ymax', '113')]), OrderedDict([('filename', 'C:\\\\Users\\\\loand\\\\Documents\\\\GitHub\\\\MP-IDB-The-Malaria-Parasite-Image-Database-for-Image-Processing-and-Analysis\\\\Falciparum\\\\img\\\\1305121398-0001-R_S.jpg'), ('parasite_type', 'ring'), ('xmin', '1718'), ('xmax', '310'), ('ymin', '71'), ('ymax', '84')]), OrderedDict([('filename', 'C:\\\\Users\\\\loand\\\\Documents\\\\GitHub\\\\MP-IDB-The-Malaria-Parasite-Image-Database-for-Image-Processing-and-Analysis\\\\Falciparum\\\\img\\\\1305121398-0003-R.jpg'), ('parasite_type', 'ring'), ('xmin', '1231'), ('xmax', '850'), ('ymin', '89'), ('ymax', '87')]), OrderedDict([('filename', 'C:\\\\Users\\\\loand\\\\Documents\\\\GitHub\\\\MP-IDB-The-Malaria-Parasite-Image-Database-for-Image-Processing-and-Analysis\\\\Falciparum\\\\img\\\\1305121398-0004-R.jpg'), ('parasite_type', 'ring'), ('xmin', '815'), ('xmax', '1080'), ('ymin', '67'), ('ymax', '73')]), OrderedDict([('filename', 'C:\\\\Users\\\\loand\\\\Documents\\\\GitHub\\\\MP-IDB-The-Malaria-Parasite-Image-Database-for-Image-Processing-and-Analysis\\\\Falciparum\\\\img\\\\1305121398-0004-R.jpg'), ('parasite_type', 'ring'), ('xmin', '1894'), ('xmax', '1376'), ('ymin', '92'), ('ymax', '77')]), OrderedDict([('filename', 'C:\\\\Users\\\\loand\\\\Documents\\\\GitHub\\\\MP-IDB-The-Malaria-Parasite-Image-Database-for-Image-Processing-and-Analysis\\\\Falciparum\\\\img\\\\1305121398-0005-T.jpg'), ('parasite_type', 'tro'), ('xmin', '1225'), ('xmax', '1057'), ('ymin', '108'), ('ymax', '92')]), OrderedDict([('filename', 'C:\\\\Users\\\\loand\\\\Documents\\\\GitHub\\\\MP-IDB-The-Malaria-Parasite-Image-Database-for-Image-Processing-and-Analysis\\\\Falciparum\\\\img\\\\1305121398-0006-R.jpg'), ('parasite_type', 'ring'), ('xmin', '1123'), ('xmax', '1015'), ('ymin', '89'), ('ymax', '84')]), OrderedDict([('filename', 'C:\\\\Users\\\\loand\\\\Documents\\\\GitHub\\\\MP-IDB-The-Malaria-Parasite-Image-Database-for-Image-Processing-and-Analysis\\\\Falciparum\\\\img\\\\1305121398-0007-R.jpg'), ('parasite_type', 'ring'), ('xmin', '1326'), ('xmax', '1498'), ('ymin', '88'), ('ymax', '85')]), OrderedDict([('filename', 'C:\\\\Users\\\\loand\\\\Documents\\\\GitHub\\\\MP-IDB-The-Malaria-Parasite-Image-Database-for-Image-Processing-and-Analysis\\\\Falciparum\\\\img\\\\1305121398-0008-R.jpg'), ('parasite_type', 'ring'), ('xmin', '1290'), ('xmax', '1152'), ('ymin', '96'), ('ymax', '98')]), OrderedDict([('filename', 'C:\\\\Users\\\\loand\\\\Documents\\\\GitHub\\\\MP-IDB-The-Malaria-Parasite-Image-Database-for-Image-Processing-and-Analysis\\\\Falciparum\\\\img\\\\1305121398-0010-S.jpg'), ('parasite_type', 'schi'), ('xmin', '1199'), ('xmax', '1131'), ('ymin', '122'), ('ymax', '102')]), OrderedDict([('filename', 'C:\\\\Users\\\\loand\\\\Documents\\\\GitHub\\\\MP-IDB-The-Malaria-Parasite-Image-Database-for-Image-Processing-and-Analysis\\\\Falciparum\\\\img\\\\1305121398-0011-S.jpg'), ('parasite_type', 'schi'), ('xmin', '1173'), ('xmax', '953'), ('ymin', '109'), ('ymax', '100')]), OrderedDict([('filename', 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'C:\\\\Users\\\\loand\\\\Documents\\\\GitHub\\\\MP-IDB-The-Malaria-Parasite-Image-Database-for-Image-Processing-and-Analysis\\\\Falciparum\\\\img\\\\1704282807-0021-R_G.jpg'), ('parasite_type', 'ring'), ('xmin', '2393'), ('xmax', '1588'), ('ymin', '73'), ('ymax', '58')])]\n"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "list indices must be integers or slices, not list",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-13-a997eacffee1>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mupdater\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'mp-idb-falciparum-Copy1.csv'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;32m<ipython-input-12-f66c51ca08a3>\u001b[0m in \u001b[0;36mupdater\u001b[1;34m(filename)\u001b[0m\n\u001b[0;32m      5\u001b[0m         \u001b[0mreadData\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mrow\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mrow\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcsv\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDictReader\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m         \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mreadData\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m         \u001b[0mreadData\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mrow\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'filename'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'x'\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      8\u001b[0m         \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mreadData\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      9\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: list indices must be integers or slices, not list"
+     ]
+    }
+   ],
+   "source": [
+    "updater('mp-idb-falciparum-Copy1.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
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diff --git a/data/Vivax/img/1709041080-0028-T.jpg b/data/Vivax/img/1709041080-0028-T.jpg
new file mode 100644
index 0000000..a129eb8
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diff --git a/data/Vivax/img/1709041080-0029-T.jpg b/data/Vivax/img/1709041080-0029-T.jpg
new file mode 100644
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diff --git a/data/Vivax/img/1709041080-0030-S.jpg b/data/Vivax/img/1709041080-0030-S.jpg
new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/data/Vivax/img/1709041080-0033-S.jpg b/data/Vivax/img/1709041080-0033-S.jpg
new file mode 100644
index 0000000..60c3541
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diff --git a/data/Vivax/img/1709041080-0034-R.jpg b/data/Vivax/img/1709041080-0034-R.jpg
new file mode 100644
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diff --git a/data/Vivax/img/1709041080-0035-S.jpg b/data/Vivax/img/1709041080-0035-S.jpg
new file mode 100644
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diff --git a/data/Vivax/img/1709041080-0036-S_R.jpg b/data/Vivax/img/1709041080-0036-S_R.jpg
new file mode 100644
index 0000000..ec1b8a4
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diff --git a/data/Vivax/img/1709041080-0037-S.jpg b/data/Vivax/img/1709041080-0037-S.jpg
new file mode 100644
index 0000000..50a6749
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diff --git a/data/Vivax/img/1709041080-0038-S.jpg b/data/Vivax/img/1709041080-0038-S.jpg
new file mode 100644
index 0000000..c016e28
Binary files /dev/null and b/data/Vivax/img/1709041080-0038-S.jpg differ
diff --git a/inference-ui/src/app.rs b/inference-ui/src/app.rs
index e0e6c0e..4e2aeaf 100644
--- a/inference-ui/src/app.rs
+++ b/inference-ui/src/app.rs
@@ -1,12 +1,18 @@
+use crate::pages;
 use yew::prelude::*;
 use yew_router::prelude::*;
-use crate::pages;
 
 fn get_locale() -> String {
     web_sys::window()
         .and_then(|w| w.local_storage().ok().flatten())
         .and_then(|s| s.get_item("locale").ok().flatten())
-        .map(|v| if v == "fr" { "fr".to_string() } else { "en".to_string() })
+        .map(|v| {
+            if v == "fr" {
+                "fr".to_string()
+            } else {
+                "en".to_string()
+            }
+        })
         .unwrap_or_else(|| "en".to_string())
 }
 
@@ -81,7 +87,7 @@ fn layout(props: &LayoutProps) -> Html {
                                     { if get_locale() == "fr" { "Fonctionnalités" } else { "Features" } }
                                 </a>
                                 <a href="#contact" class="hover:opacity-100">
-                                    { if get_locale() == "fr" { "Contact" } else { "Contact" } }
+                                    {"Contact"}
                                 </a>
                             </>
                         } }
@@ -126,7 +132,7 @@ fn layout(props: &LayoutProps) -> Html {
                             { if get_locale() == "fr" { "Conditions" } else { "Terms" } }
                         </a>
                         <a href="#contact" class="hover:opacity-100 opacity-80">
-                            { if get_locale() == "fr" { "Contact" } else { "Contact" } }
+                            {"Contact"}
                         </a>
                     </nav>
                     <div class="flex items-center justify-end opacity-70">
diff --git a/inference-ui/src/pages/analyze.rs b/inference-ui/src/pages/analyze.rs
index ffc9212..f26904b 100644
--- a/inference-ui/src/pages/analyze.rs
+++ b/inference-ui/src/pages/analyze.rs
@@ -6,22 +6,44 @@ use yew::prelude::*;
 
 #[derive(Clone, PartialEq, serde::Deserialize, serde::Serialize, Debug)]
 pub struct PredictResponse {
-    pub class: String,
-    pub probabilities: [f64; 2],
+    pub infected: bool,
+    pub predicted_species: String,
+    pub species_probabilities: Vec<f64>,
+    pub stage_probabilities: [f64; 4],
+}
+
+fn pct(v: f64) -> i32 {
+    (v * 100.0).round().clamp(0.0, 100.0) as i32
+}
+
+fn argmax(v: &[f64]) -> usize {
+    let mut best_i = 0usize;
+    let mut best_v = f64::NEG_INFINITY;
+    for (i, &x) in v.iter().enumerate() {
+        if x > best_v {
+            best_v = x;
+            best_i = i;
+        }
+    }
+    best_i
 }
 
 fn api_base() -> String {
     let w = window().unwrap();
     // 1) If hosted on Render, point to the Render API domain
-    if let Some(loc) = w.location().host().ok() {
+    if let Ok(loc) = w.location().host() {
         if loc.ends_with("onrender.com") {
             return "https://malaria-inference-api.onrender.com".to_string();
         }
     }
     // 2) Allow runtime override via a global variable (can be injected by an inline script)
-    if let Ok(Some(val)) = js_sys::Reflect::get(&w, &JsValue::from_str("VITE_API_BASE")).map(|v| v.as_string()) {
+    if let Ok(Some(val)) =
+        js_sys::Reflect::get(&w, &JsValue::from_str("VITE_API_BASE")).map(|v| v.as_string())
+    {
         let trimmed = val.trim_end_matches('/').to_string();
-        if !trimmed.is_empty() { return trimmed; }
+        if !trimmed.is_empty() {
+            return trimmed;
+        }
     }
     // 3) Fallback to local development API
     "http://localhost:8080".to_string()
@@ -109,14 +131,17 @@ pub fn analyze_page() -> Html {
             let error_state = error_outer.clone();
             let result_state = result_outer.clone();
             let file_state = file_outer.clone();
-            if file_state.is_none() { return; }
+            if file_state.is_none() {
+                return;
+            }
             let f = (*file_state).clone().unwrap();
             loading.set(true);
             error_state.set(None);
             result_state.set(None);
             spawn_local(async move {
                 let form = FormData::new().unwrap();
-                form.append_with_blob_and_filename("image", &f, &f.name()).ok();
+                form.append_with_blob_and_filename("image", &f, &f.name())
+                    .ok();
                 let init = web_sys::RequestInit::new();
                 init.set_method("POST");
                 init.set_body(&form.into());
@@ -127,12 +152,16 @@ pub fn analyze_page() -> Html {
                     Ok(resp) => {
                         let resp: web_sys::Response = resp.dyn_into().unwrap();
                         if !resp.ok() {
-                            let text = wasm_bindgen_futures::JsFuture::from(resp.text().unwrap()).await
-                                .ok().and_then(|t| t.as_string()).unwrap_or_else(|| "Predict failed".to_string());
+                            let text = wasm_bindgen_futures::JsFuture::from(resp.text().unwrap())
+                                .await
+                                .ok()
+                                .and_then(|t| t.as_string())
+                                .unwrap_or_else(|| "Predict failed".to_string());
                             error_state.set(Some(text));
                         } else {
-                            let text_js = wasm_bindgen_futures::JsFuture::from(resp.text().unwrap()).await;
-                            match text_js.and_then(|t| Ok(t.as_string().unwrap_or_default())) {
+                            let text_js =
+                                wasm_bindgen_futures::JsFuture::from(resp.text().unwrap()).await;
+                            match text_js.map(|t| t.as_string().unwrap_or_default()) {
                                 Ok(text) => match serde_json::from_str::<PredictResponse>(&text) {
                                     Ok(parsed) => result_state.set(Some(parsed)),
                                     Err(e) => error_state.set(Some(format!("Invalid JSON: {}", e))),
@@ -214,16 +243,147 @@ pub fn analyze_page() -> Html {
                 if let Some(err) = (*error).clone() {
                     <p class="text-sm text-red-300">{err}</p>
                 }
-                if let Some(res) = (*result).clone() {
-                    <div>
-                        <div class="text-[0.95rem] mb-2">{"Predicted class: "} <span class="font-semibold">{res.class.clone()}</span></div>
-                        <div>
-                            <div class="text-xs opacity-70 mb-1">{"Probabilities"}</div>
-                            <ProbBar label="Uninfected" value={res.probabilities[0]} class_name="bar-a" />
-                            <div class="h-2" />
-                            <ProbBar label="Parasitized" value={res.probabilities[1]} class_name="bar-b" />
+                {
+                    if let Some(res) = (*result).clone() {
+                        let p_uninfected = *res.species_probabilities.get(4).unwrap_or(&0.0);
+                        let p_infected = (1.0 - p_uninfected).clamp(0.0, 1.0);
+
+                        let malaria_species_probs = [
+                            *res.species_probabilities.first().unwrap_or(&0.0),
+                            *res.species_probabilities.get(1).unwrap_or(&0.0),
+                            *res.species_probabilities.get(2).unwrap_or(&0.0),
+                            *res.species_probabilities.get(3).unwrap_or(&0.0),
+                        ];
+                        let malaria_species_labels = ["Falciparum", "Malariae", "Ovale", "Vivax"];
+                        let best_species_idx = argmax(&malaria_species_probs);
+                        let best_species_label = malaria_species_labels
+                            .get(best_species_idx)
+                            .unwrap_or(&"Unknown");
+                        let best_species_conf = malaria_species_probs[best_species_idx];
+
+                        let stage_labels = [
+                            "Ring stage (R)",
+                            "Trophozoite stage (T)",
+                            "Schizont stage (S)",
+                            "Gametocyte stage (G)",
+                        ];
+                        let best_stage_idx = argmax(&res.stage_probabilities);
+                        let best_stage_label = stage_labels
+                            .get(best_stage_idx)
+                            .unwrap_or(&"Unknown stage");
+                        let best_stage_conf = res.stage_probabilities[best_stage_idx];
+
+                        html! {
+                            <div>
+                        <div class={classes!(
+                            "rounded-xl",
+                            "border",
+                            "p-4",
+                            "bg-black/20",
+                            if res.infected { "border-red-500/40" } else { "border-emerald-500/40" }
+                        )}>
+                            <div class="text-xs uppercase tracking-wide opacity-70">{"Diagnosis"}</div>
+                            <div class="mt-1 text-xl font-extrabold">
+                                { if res.infected {
+                                    "Malaria detected"
+                                } else {
+                                    "No malaria detected"
+                                }}
+                            </div>
+                            <div class="mt-2 text-sm opacity-90">
+                                { if res.infected {
+                                    html!{
+                                        <span>{format!("Confidence: {}% (infected)", pct(p_infected) )}</span>
+                                    }
+                                } else {
+                                    html!{
+                                        <span>{format!("Confidence: {}% (uninfected)", pct(p_uninfected) )}</span>
+                                    }
+                                }}
+                            </div>
+
+                            <div class="mt-4 grid gap-3">
+                                <div class="rounded-lg border border-white/10 bg-white/5 p-3">
+                                    <div class="text-xs opacity-70">{"What this means"}</div>
+                                    { if res.infected {
+                                        html!{
+                                            <div class="text-sm mt-1">
+                                                {"The image shows features consistent with malaria infection."}
+                                            </div>
+                                        }
+                                    } else {
+                                        html!{
+                                            <div class="text-sm mt-1">
+                                                {"The image looks like a normal (uninfected) blood cell."}
+                                            </div>
+                                        }
+                                    }}
+                                </div>
+
+                                { if res.infected {
+                                    html!{
+                                        <div class="rounded-lg border border-white/10 bg-white/5 p-3">
+                                            <div class="text-xs opacity-70">{"Most likely malaria type"}</div>
+                                            <div class="text-base font-semibold mt-1">{best_species_label}</div>
+                                            <div class="text-sm opacity-90">{format!("Confidence: {}%", pct(best_species_conf))}</div>
+                                        </div>
+                                    }
+                                } else {
+                                    html!{}
+                                }}
+
+                                { if res.infected {
+                                    html!{
+                                        <div class="rounded-lg border border-white/10 bg-white/5 p-3">
+                                            <div class="text-xs opacity-70">{"Most likely parasite stage (presence)"}</div>
+                                            <div class="text-base font-semibold mt-1">{best_stage_label}</div>
+                                            <div class="text-sm opacity-90">{format!("Confidence: {}%", pct(best_stage_conf))}</div>
+                                            <div class="text-xs opacity-60 mt-1">{"Stage prediction is a weak label (image-level presence), not a per-parasite diagnosis."}</div>
+                                        </div>
+                                    }
+                                } else {
+                                    html!{}
+                                }}
+                            </div>
                         </div>
+
+                        <details class="mt-4">
+                            <summary class="cursor-pointer text-sm opacity-80">{"Show detailed probabilities"}</summary>
+                            <div class="mt-3">
+                                <div class="text-xs opacity-70 mb-1">{"Species probabilities"}</div>
+                                <ProbBar label="Falciparum" value={*res.species_probabilities.first().unwrap_or(&0.0)} class_name="bar-a" />
+                                <div class="h-2" />
+                                <ProbBar label="Malariae" value={*res.species_probabilities.get(1).unwrap_or(&0.0)} class_name="bar-a" />
+                                <div class="h-2" />
+                                <ProbBar label="Ovale" value={*res.species_probabilities.get(2).unwrap_or(&0.0)} class_name="bar-a" />
+                                <div class="h-2" />
+                                <ProbBar label="Vivax" value={*res.species_probabilities.get(3).unwrap_or(&0.0)} class_name="bar-a" />
+                                <div class="h-2" />
+                                <ProbBar label="Uninfected" value={*res.species_probabilities.get(4).unwrap_or(&0.0)} class_name="bar-b" />
+                            </div>
+
+                            { if res.infected {
+                                html!{
+                                    <div class="mt-5">
+                                        <div class="text-xs opacity-70 mb-1">{"Stage probabilities (presence)"}</div>
+                                        <ProbBar label="Ring (R)" value={res.stage_probabilities[0]} class_name="bar-a" />
+                                        <div class="h-2" />
+                                        <ProbBar label="Trophozoite (T)" value={res.stage_probabilities[1]} class_name="bar-a" />
+                                        <div class="h-2" />
+                                        <ProbBar label="Schizont (S)" value={res.stage_probabilities[2]} class_name="bar-a" />
+                                        <div class="h-2" />
+                                        <ProbBar label="Gametocyte (G)" value={res.stage_probabilities[3]} class_name="bar-a" />
+                                    </div>
+                                }
+                            } else {
+                                html!{}
+                            }}
+                        </details>
                     </div>
+                        }
+                    } else {
+                        html! {}
+                    }
                 }
             </div>
         </div>
diff --git a/inference-ui/src/pages/demo.rs b/inference-ui/src/pages/demo.rs
index 0d12d2c..eb36f36 100644
--- a/inference-ui/src/pages/demo.rs
+++ b/inference-ui/src/pages/demo.rs
@@ -50,21 +50,23 @@ pub fn demo_page() -> Html {
         })
     };
 
-    let analyze = {
-        let preview = preview.clone();
-        let progress = progress.clone();
-        let running = running.clone();
-        let result = result.clone();
+    let on_analyze = {
+        let running_state = running.clone();
+        let progress_state = progress.clone();
+        let result_state = result.clone();
+        let preview_state = preview.clone();
         Callback::from(move |_| {
-            if (*preview).is_none() || *running { return; }
-            running.set(true);
-            result.set(None);
-            progress.set(0);
+            if preview_state.is_none() || *running_state {
+                return;
+            }
+            running_state.set(true);
+            result_state.set(None);
+            progress_state.set(0);
 
-            let preview_val = (*preview).clone().unwrap();
-            let progress_state = progress.clone();
-            let running_state = running.clone();
-            let result_state = result.clone();
+            let preview_val = (*preview_state).clone().unwrap();
+            let progress_state = progress_state.clone();
+            let running_state = running_state.clone();
+            let result_state = result_state.clone();
             spawn_local(async move {
                 let mut val = 0u32;
                 while val < 100 {
@@ -84,7 +86,9 @@ pub fn demo_page() -> Html {
                 } else {
                     // Fallback heuristic
                     let mut hash: i32 = 0;
-                    for ch in preview_val.chars() { hash += ch as i32; }
+                    for ch in preview_val.chars() {
+                        hash += ch as i32;
+                    }
                     let pd = hash % 3 != 0;
                     let conf = (0.7 + ((hash.rem_euclid(30) as f64) / 100.0)).min(0.99);
                     (pd, conf)
@@ -100,7 +104,7 @@ pub fn demo_page() -> Html {
         })
     };
 
-    let samples = vec![
+    let samples = [
         ("/static/infected.png", "Infected"),
         ("/static/uninfected.png", "Not infected"),
     ];
@@ -137,7 +141,7 @@ pub fn demo_page() -> Html {
 
                 <Step number={3} title={"Analyze"}>
                     <p>{"Select a sample image"}</p>
-                    <button onclick={analyze}
+                    <button onclick={on_analyze}
                         disabled={(*preview).is_none() || *running}
                         class={classes!(
                             "mt-4", "px-4", "py-2", "rounded-md", "text-white",
@@ -159,7 +163,7 @@ pub fn demo_page() -> Html {
             </div>
 
             <Step number={4} title={"View results"}>
-                { if let Some(r) = (&*result).clone() {
+                { if let Some(r) = (*result).clone() {
                     html!{
                         <div class="space-y-2">
                             <div>
diff --git a/inference-ui/src/pages/home.rs b/inference-ui/src/pages/home.rs
index 14ddc98..cf33381 100644
--- a/inference-ui/src/pages/home.rs
+++ b/inference-ui/src/pages/home.rs
@@ -4,7 +4,13 @@ fn get_locale() -> String {
     web_sys::window()
         .and_then(|w| w.local_storage().ok().flatten())
         .and_then(|s| s.get_item("locale").ok().flatten())
-        .map(|v| if v == "fr" { "fr".to_string() } else { "en".to_string() })
+        .map(|v| {
+            if v == "fr" {
+                "fr".to_string()
+            } else {
+                "en".to_string()
+            }
+        })
         .unwrap_or_else(|| "en".to_string())
 }
 
diff --git a/inference-ui/src/pages/mod.rs b/inference-ui/src/pages/mod.rs
index b3075f9..460b7f2 100644
--- a/inference-ui/src/pages/mod.rs
+++ b/inference-ui/src/pages/mod.rs
@@ -1,3 +1,3 @@
 pub mod analyze;
-pub mod home;
 pub mod demo;
+pub mod home;
diff --git a/inference-ui/static/.gitkeep b/inference-ui/static/.gitkeep
new file mode 100644
index 0000000..e69de29
diff --git a/malaria-model.bin b/malaria-model.bin
index e12fe0e..1684f81 100644
Binary files a/malaria-model.bin and b/malaria-model.bin differ
diff --git a/src/bin/malaria_cnn_infer.rs b/src/bin/malaria_cnn_infer.rs
index f00d157..8705124 100644
--- a/src/bin/malaria_cnn_infer.rs
+++ b/src/bin/malaria_cnn_infer.rs
@@ -23,11 +23,14 @@ pub struct MalariaCNN<B: Backend> {
     dropout: Dropout,
     fc1: Linear<B>,
     fc2: Linear<B>,
-    fc3: Linear<B>,
+    fc_species: Linear<B>,
+    fc_stage: Linear<B>,
     relu: Relu,
+    stage_loss_lambda: f32,
 }
 
 impl<B: Backend> MalariaCNN<B> {
+    #[allow(clippy::too_many_arguments)]
     pub fn new(
         device: &B::Device,
         image_channels: usize,
@@ -36,7 +39,9 @@ impl<B: Backend> MalariaCNN<B> {
         conv3_filters: usize,
         fc1_units: usize,
         fc2_units: usize,
-        num_classes: usize,
+        num_species_classes: usize,
+        num_stage_classes: usize,
+        stage_loss_lambda: f32,
         dropout_rate: f64,
     ) -> Self {
         let conv1 = Conv2dConfig::new([image_channels, conv1_filters], [3, 3])
@@ -65,25 +70,51 @@ impl<B: Backend> MalariaCNN<B> {
         let fc_input_size = conv3_filters * 4 * 4;
         let fc1 = LinearConfig::new(fc_input_size, fc1_units).init(device);
         let fc2 = LinearConfig::new(fc1_units, fc2_units).init(device);
-        let fc3 = LinearConfig::new(fc2_units, num_classes).init(device);
+        let fc_species = LinearConfig::new(fc2_units, num_species_classes).init(device);
+        let fc_stage = LinearConfig::new(fc2_units, num_stage_classes).init(device);
 
         let relu = Relu::new();
 
         Self {
-            conv1, bn1, conv2, bn2, conv3, bn3,
-            pool1, pool2, pool3, adaptive_pool,
-            dropout, fc1, fc2, fc3, relu,
+            conv1,
+            bn1,
+            conv2,
+            bn2,
+            conv3,
+            bn3,
+            pool1,
+            pool2,
+            pool3,
+            adaptive_pool,
+            dropout,
+            fc1,
+            fc2,
+            fc_species,
+            fc_stage,
+            relu,
+            stage_loss_lambda,
         }
     }
 
-    pub fn forward(&self, x: Tensor<B, 4>) -> Tensor<B, 2> {
-        let x = self.pool1.forward(self.relu.forward(self.bn1.forward(self.conv1.forward(x))));
-        let x = self.pool2.forward(self.relu.forward(self.bn2.forward(self.conv2.forward(x))));
-        let x = self.pool3.forward(self.relu.forward(self.bn3.forward(self.conv3.forward(x))));
+    pub fn forward(&self, x: Tensor<B, 4>) -> (Tensor<B, 2>, Tensor<B, 2>) {
+        let x = self
+            .pool1
+            .forward(self.relu.forward(self.bn1.forward(self.conv1.forward(x))));
+        let x = self
+            .pool2
+            .forward(self.relu.forward(self.bn2.forward(self.conv2.forward(x))));
+        let x = self
+            .pool3
+            .forward(self.relu.forward(self.bn3.forward(self.conv3.forward(x))));
         let x = self.adaptive_pool.forward(x);
         let x = x.flatten(1, 3);
         let x = self.relu.forward(self.dropout.forward(self.fc1.forward(x)));
         let x = self.relu.forward(self.dropout.forward(self.fc2.forward(x)));
-        self.fc3.forward(x)
+        let species = self.fc_species.forward(x.clone());
+        let stages = self.fc_stage.forward(x);
+        (species, stages)
     }
 }
+
+#[allow(dead_code)]
+fn main() {}
diff --git a/src/bin/mpidb_prep.rs b/src/bin/mpidb_prep.rs
new file mode 100644
index 0000000..e88f586
--- /dev/null
+++ b/src/bin/mpidb_prep.rs
@@ -0,0 +1,403 @@
+use std::{
+    collections::VecDeque,
+    fs,
+    path::{Path, PathBuf},
+};
+
+use anyhow::{anyhow, Context, Result};
+use csv::Writer;
+use image::{imageops::FilterType, DynamicImage, GrayImage, ImageReader, RgbImage};
+
+#[derive(Debug, Clone, Copy)]
+struct Stages {
+    r: u8,
+    t: u8,
+    s: u8,
+    g: u8,
+}
+
+fn center_square_crop(img: &RgbImage) -> RgbImage {
+    let (w, h) = img.dimensions();
+    let side = w.min(h);
+    let x0 = (w - side) / 2;
+    let y0 = (h - side) / 2;
+
+    let mut out = RgbImage::new(side, side);
+    for yy in 0..side {
+        for xx in 0..side {
+            let px = img.get_pixel(x0 + xx, y0 + yy);
+            out.put_pixel(xx, yy, *px);
+        }
+    }
+
+    out
+}
+
+#[derive(Debug, Clone)]
+struct ManifestRow {
+    crop_path: String,
+    infected: u8,
+    species: String,
+    stage_r: u8,
+    stage_t: u8,
+    stage_s: u8,
+    stage_g: u8,
+    source_image_id: String,
+}
+
+fn main() -> Result<()> {
+    let mut args = std::env::args().skip(1);
+    let data_root = args.next().unwrap_or_else(|| "data".to_string());
+    let out_root = args.next().unwrap_or_else(|| "mpidb_crops".to_string());
+    let crop_size: u32 = args
+        .next()
+        .as_deref()
+        .unwrap_or("128")
+        .parse()
+        .context("crop_size must be an integer")?;
+    let min_mask_area: usize = args
+        .next()
+        .as_deref()
+        .unwrap_or("25")
+        .parse()
+        .context("min_mask_area must be an integer")?;
+
+    let data_root = PathBuf::from(data_root);
+    let out_root = PathBuf::from(out_root);
+    fs::create_dir_all(&out_root).context("Failed to create output dir")?;
+
+    let species_dirs = list_species_dirs(&data_root)?;
+    if species_dirs.is_empty() {
+        return Err(anyhow!(
+            "No species directories found in {}",
+            data_root.display()
+        ));
+    }
+
+    let mut rows: Vec<ManifestRow> = Vec::new();
+    for species_dir in species_dirs {
+        let species = species_dir
+            .file_name()
+            .and_then(|s| s.to_str())
+            .unwrap_or("Unknown")
+            .to_string();
+
+        let gt_dir = species_dir.join("gt");
+        let img_dir = species_dir.join("img");
+        if !gt_dir.exists() || !img_dir.exists() {
+            continue;
+        }
+
+        let out_species_dir = out_root.join(&species);
+        fs::create_dir_all(&out_species_dir)
+            .with_context(|| format!("Failed to create {}", out_species_dir.display()))?;
+
+        for entry in
+            fs::read_dir(&gt_dir).with_context(|| format!("Failed to read {}", gt_dir.display()))?
+        {
+            let entry = entry?;
+            let gt_path = entry.path();
+            if !is_image_file(&gt_path) {
+                continue;
+            }
+
+            let file_name = gt_path
+                .file_name()
+                .and_then(|s| s.to_str())
+                .ok_or_else(|| anyhow!("Invalid filename"))?
+                .to_string();
+
+            let img_path = img_dir.join(&file_name);
+            if !img_path.exists() {
+                continue;
+            }
+
+            let source_image_id = Path::new(&file_name)
+                .file_stem()
+                .and_then(|s| s.to_str())
+                .unwrap_or("unknown")
+                .to_string();
+
+            let stages = parse_stages_from_stem(&source_image_id);
+
+            let rgb = read_rgb(&img_path)
+                .with_context(|| format!("Failed reading img {}", img_path.display()))?;
+            let mask = read_mask(&gt_path)
+                .with_context(|| format!("Failed reading gt {}", gt_path.display()))?;
+
+            let comps = connected_components_bboxes(&mask, min_mask_area);
+            if comps.is_empty() {
+                continue;
+            }
+
+            for (i, (min_x, min_y, max_x, max_y)) in comps.into_iter().enumerate() {
+                let crop = crop_and_square_pad(&rgb, min_x, min_y, max_x, max_y, 0.25);
+                let crop = DynamicImage::ImageRgb8(crop)
+                    .resize_exact(crop_size, crop_size, FilterType::Triangle)
+                    .to_rgb8();
+
+                let crop_name = format!("{}_{}.png", source_image_id, i);
+                let crop_path = out_species_dir.join(crop_name);
+                crop.save(&crop_path)
+                    .with_context(|| format!("Failed saving {}", crop_path.display()))?;
+
+                rows.push(ManifestRow {
+                    crop_path: crop_path.to_string_lossy().to_string(),
+                    infected: 1,
+                    species: species.clone(),
+                    stage_r: stages.r,
+                    stage_t: stages.t,
+                    stage_s: stages.s,
+                    stage_g: stages.g,
+                    source_image_id: source_image_id.clone(),
+                });
+            }
+        }
+    }
+
+    // Add uninfected samples (binary gate negatives)
+    let uninfected_dir = data_root.join("Uninfected");
+    if uninfected_dir.exists() {
+        let out_uninfected_dir = out_root.join("Uninfected");
+        fs::create_dir_all(&out_uninfected_dir)
+            .with_context(|| format!("Failed to create {}", out_uninfected_dir.display()))?;
+
+        for entry in fs::read_dir(&uninfected_dir)
+            .with_context(|| format!("Failed to read {}", uninfected_dir.display()))?
+        {
+            let entry = entry?;
+            let img_path = entry.path();
+            if !is_image_file(&img_path) {
+                continue;
+            }
+
+            let source_image_id = img_path
+                .file_stem()
+                .and_then(|s| s.to_str())
+                .unwrap_or("uninfected")
+                .to_string();
+
+            let rgb = read_rgb(&img_path)
+                .with_context(|| format!("Failed reading uninfected img {}", img_path.display()))?;
+            let crop = center_square_crop(&rgb);
+            let crop = DynamicImage::ImageRgb8(crop)
+                .resize_exact(crop_size, crop_size, FilterType::Triangle)
+                .to_rgb8();
+
+            let crop_name = format!("{}_0.png", source_image_id);
+            let crop_path = out_uninfected_dir.join(crop_name);
+            crop.save(&crop_path)
+                .with_context(|| format!("Failed saving {}", crop_path.display()))?;
+
+            rows.push(ManifestRow {
+                crop_path: crop_path.to_string_lossy().to_string(),
+                infected: 0,
+                species: "Uninfected".to_string(),
+                stage_r: 0,
+                stage_t: 0,
+                stage_s: 0,
+                stage_g: 0,
+                source_image_id,
+            });
+        }
+    }
+
+    let manifest_path = out_root.join("manifest.csv");
+    write_manifest(&manifest_path, &rows)?;
+
+    println!("Wrote {} rows to {}", rows.len(), manifest_path.display());
+
+    Ok(())
+}
+
+fn list_species_dirs(root: &Path) -> Result<Vec<PathBuf>> {
+    let mut dirs = Vec::new();
+    for entry in fs::read_dir(root).with_context(|| format!("Failed to read {}", root.display()))? {
+        let entry = entry?;
+        let path = entry.path();
+        if path.is_dir() {
+            dirs.push(path);
+        }
+    }
+    dirs.sort();
+    Ok(dirs)
+}
+
+fn is_image_file(path: &Path) -> bool {
+    path.extension()
+        .and_then(|e| e.to_str())
+        .map(|e| {
+            let e = e.to_ascii_lowercase();
+            matches!(e.as_str(), "png" | "jpg" | "jpeg" | "bmp" | "tif" | "tiff")
+        })
+        .unwrap_or(false)
+}
+
+fn parse_stages_from_stem(stem: &str) -> Stages {
+    let mut r = 0;
+    let mut t = 0;
+    let mut s = 0;
+    let mut g = 0;
+
+    for token in stem
+        .split(|c: char| ['-', '_', ' '].contains(&c))
+        .filter(|t| !t.is_empty())
+    {
+        match token {
+            "R" => r = 1,
+            "T" => t = 1,
+            "S" => s = 1,
+            "G" => g = 1,
+            _ => {}
+        }
+    }
+
+    Stages { r, t, s, g }
+}
+
+fn read_rgb(path: &Path) -> Result<RgbImage> {
+    let img = ImageReader::open(path)?.decode()?;
+    Ok(img.to_rgb8())
+}
+
+fn read_mask(path: &Path) -> Result<GrayImage> {
+    let img = ImageReader::open(path)?.decode()?;
+    Ok(img.to_luma8())
+}
+
+fn connected_components_bboxes(mask: &GrayImage, min_area: usize) -> Vec<(u32, u32, u32, u32)> {
+    let (w, h) = mask.dimensions();
+    let mut visited = vec![false; (w as usize) * (h as usize)];
+    let mut out = Vec::new();
+
+    let idx = |x: u32, y: u32, w: u32| -> usize { (y as usize) * (w as usize) + (x as usize) };
+
+    for y in 0..h {
+        for x in 0..w {
+            let i = idx(x, y, w);
+            if visited[i] {
+                continue;
+            }
+            visited[i] = true;
+
+            if mask.get_pixel(x, y)[0] == 0 {
+                continue;
+            }
+
+            let mut q = VecDeque::new();
+            q.push_back((x, y));
+
+            let mut area: usize = 0;
+            let mut min_x = x;
+            let mut min_y = y;
+            let mut max_x = x;
+            let mut max_y = y;
+
+            while let Some((cx, cy)) = q.pop_front() {
+                area += 1;
+                min_x = min_x.min(cx);
+                min_y = min_y.min(cy);
+                max_x = max_x.max(cx);
+                max_y = max_y.max(cy);
+
+                for (nx, ny) in neighbors4(cx, cy, w, h) {
+                    let ni = idx(nx, ny, w);
+                    if visited[ni] {
+                        continue;
+                    }
+                    visited[ni] = true;
+                    if mask.get_pixel(nx, ny)[0] == 0 {
+                        continue;
+                    }
+                    q.push_back((nx, ny));
+                }
+            }
+
+            if area >= min_area {
+                out.push((min_x, min_y, max_x, max_y));
+            }
+        }
+    }
+
+    out
+}
+
+fn neighbors4(x: u32, y: u32, w: u32, h: u32) -> [(u32, u32); 4] {
+    let left = if x > 0 { (x - 1, y) } else { (x, y) };
+    let right = if x + 1 < w { (x + 1, y) } else { (x, y) };
+    let up = if y > 0 { (x, y - 1) } else { (x, y) };
+    let down = if y + 1 < h { (x, y + 1) } else { (x, y) };
+    [left, right, up, down]
+}
+
+fn crop_and_square_pad(
+    img: &RgbImage,
+    min_x: u32,
+    min_y: u32,
+    max_x: u32,
+    max_y: u32,
+    pad_frac: f32,
+) -> RgbImage {
+    let (w, h) = img.dimensions();
+
+    let bb_w = (max_x + 1).saturating_sub(min_x);
+    let bb_h = (max_y + 1).saturating_sub(min_y);
+
+    let pad_x = ((bb_w as f32) * pad_frac).ceil() as u32;
+    let pad_y = ((bb_h as f32) * pad_frac).ceil() as u32;
+
+    let x0 = min_x.saturating_sub(pad_x);
+    let y0 = min_y.saturating_sub(pad_y);
+    let x1 = (max_x + pad_x).min(w.saturating_sub(1));
+    let y1 = (max_y + pad_y).min(h.saturating_sub(1));
+
+    let crop_w = (x1 + 1).saturating_sub(x0);
+    let crop_h = (y1 + 1).saturating_sub(y0);
+
+    let side = crop_w.max(crop_h);
+
+    let mut out = RgbImage::new(side, side);
+
+    let offset_x = (side - crop_w) / 2;
+    let offset_y = (side - crop_h) / 2;
+
+    for yy in 0..crop_h {
+        for xx in 0..crop_w {
+            let px = img.get_pixel(x0 + xx, y0 + yy);
+            out.put_pixel(offset_x + xx, offset_y + yy, *px);
+        }
+    }
+
+    out
+}
+
+fn write_manifest(path: &Path, rows: &[ManifestRow]) -> Result<()> {
+    let mut wtr =
+        Writer::from_path(path).with_context(|| format!("Failed to open {}", path.display()))?;
+    wtr.write_record([
+        "crop_path",
+        "infected",
+        "species",
+        "stage_r",
+        "stage_t",
+        "stage_s",
+        "stage_g",
+        "source_image_id",
+    ])?;
+
+    for r in rows {
+        wtr.write_record([
+            r.crop_path.as_str(),
+            &r.infected.to_string(),
+            r.species.as_str(),
+            &r.stage_r.to_string(),
+            &r.stage_t.to_string(),
+            &r.stage_s.to_string(),
+            &r.stage_g.to_string(),
+            r.source_image_id.as_str(),
+        ])?;
+    }
+
+    wtr.flush()?;
+    Ok(())
+}
diff --git a/src/bin/server.rs b/src/bin/server.rs
index fdb3115..17fa5a5 100644
--- a/src/bin/server.rs
+++ b/src/bin/server.rs
@@ -1,11 +1,11 @@
-use std::{net::SocketAddr, path::PathBuf, time::Instant};
 use std::env;
-use std::sync::Arc;
+use std::{net::SocketAddr, path::PathBuf, time::Instant};
 
 use anyhow::{Context, Result};
 use axum::{
+    extract::DefaultBodyLimit,
     extract::{Multipart, State},
-    http::{HeaderValue, Method, StatusCode},
+    http::{Method, StatusCode},
     response::IntoResponse,
     routing::{get, post},
     Json, Router,
@@ -33,7 +33,9 @@ use malaria_cnn::MalariaCNN;
 struct AppConfig {
     image_height: usize,
     image_width: usize,
-    num_classes: usize,
+    num_species_classes: usize,
+    num_stage_classes: usize,
+    stage_loss_lambda: f32,
 }
 
 #[derive(Clone)]
@@ -44,8 +46,10 @@ struct BurnState {
 
 #[derive(Serialize)]
 struct PredictResponse {
-    class: String,
-    probabilities: [f32; 2],
+    infected: bool,
+    predicted_species: String,
+    species_probabilities: Vec<f32>,
+    stage_probabilities: [f32; 4],
 }
 
 #[tokio::main]
@@ -63,18 +67,23 @@ async fn main() -> Result<()> {
     let cfg = AppConfig {
         image_height: 128,
         image_width: 128,
-        num_classes: 2,
+        num_species_classes: 5,
+        num_stage_classes: 4,
+        stage_loss_lambda: 0.25,
     };
 
     // Allow overriding model path via env var MODEL_PATH; default to Burn checkpoint
-    let model_path_str = env::var("MODEL_PATH").unwrap_or_else(|_| "./malaria-model.bin".to_string());
+    let model_path_str =
+        env::var("MODEL_PATH").unwrap_or_else(|_| "./malaria-model.bin".to_string());
     let model_path = PathBuf::from(&model_path_str);
 
     // Proactive existence check to provide a clearer error message
     if !model_path.exists() {
         let cwd = std::env::current_dir().ok();
         let hint = "Expected a Burn checkpoint (.bin). Ensure the file exists or set MODEL_PATH to the checkpoint path.";
-        let cwd_msg = cwd.map(|p| format!(" Current dir: {}.", p.display())).unwrap_or_default();
+        let cwd_msg = cwd
+            .map(|p| format!(" Current dir: {}.", p.display()))
+            .unwrap_or_default();
         anyhow::bail!(
             "Model checkpoint not found at {}. {}{}",
             model_path.display(),
@@ -96,6 +105,9 @@ async fn main() -> Result<()> {
         .route("/health", get(health))
         .route("/predict", post(predict))
         .with_state(state)
+        // Multipart uploads can fail to parse if the request body is too large.
+        // Set a safe upper limit here (20MB) to avoid sporadic failures on larger images.
+        .layer(DefaultBodyLimit::max(20 * 1024 * 1024))
         .layer(cors);
 
     let port: u16 = std::env::var("PORT")
@@ -105,7 +117,9 @@ async fn main() -> Result<()> {
     let addr: SocketAddr = SocketAddr::from(([0, 0, 0, 0], port));
     info!(%addr, "API listening");
     let listener = TcpListener::bind(addr).await.expect("bind");
-    axum::serve(listener, router).await.context("Server error")?;
+    axum::serve(listener, router)
+        .await
+        .context("Server error")?;
 
     Ok(())
 }
@@ -119,24 +133,63 @@ async fn predict(State(state): State<BurnState>, mut multipart: Multipart) -> im
     let t_total = Instant::now();
     let req_id = uuid::Uuid::new_v4();
     info!(%req_id, "Predict request started");
-    // Pull first part named 'image'
+    // Pull first part named 'image' (also accept 'file' for compatibility)
     let mut image_bytes: Option<Vec<u8>> = None;
-    while let Ok(Some(field)) = multipart.next_field().await {
-        if field.name() == Some("image") {
-            match field.bytes().await {
-                Ok(b) => { 
-                    debug!(%req_id, size = b.len(), "Received image bytes");
-                    image_bytes = Some(b.to_vec()); break; 
+
+    loop {
+        match multipart.next_field().await {
+            Ok(Some(field)) => {
+                let is_image_field = matches!(field.name(), Some("image") | Some("file"));
+                if !is_image_field {
+                    continue;
+                }
+
+                match field.bytes().await {
+                    Ok(b) => {
+                        debug!(%req_id, size = b.len(), "Received image bytes");
+                        image_bytes = Some(b.to_vec());
+                        break;
+                    }
+                    Err(e) => {
+                        error!(%req_id, error = %e, "Reading multipart field failed");
+                        return (
+                            StatusCode::BAD_REQUEST,
+                            format!(
+                                "Invalid image upload: failed to read uploaded file bytes ({})",
+                                e
+                            ),
+                        )
+                            .into_response();
+                    }
                 }
-                Err(e) => {
-                    error!(%req_id, error = %e, "Reading multipart field failed");
-                    return (StatusCode::BAD_REQUEST, format!("Invalid image upload: {}", e)).into_response()
-                },
+            }
+            Ok(None) => break,
+            Err(e) => {
+                // This is the common failure when the request is not valid multipart
+                // or when the body was truncated (e.g. too large for the configured limit).
+                error!(%req_id, error = %e, "Error parsing multipart/form-data request");
+                return (
+                    StatusCode::BAD_REQUEST,
+                    format!(
+                        "Invalid image upload: Error parsing `multipart/form-data` request ({})",
+                        e
+                    ),
+                )
+                    .into_response();
             }
         }
     }
 
-    let image_bytes = match image_bytes { Some(b) => b, None => return (StatusCode::BAD_REQUEST, "No 'image' field provided").into_response() };
+    let image_bytes = match image_bytes {
+        Some(b) => b,
+        None => {
+            return (
+                StatusCode::BAD_REQUEST,
+                "Invalid image upload: missing form field `image` (or `file`)".to_string(),
+            )
+                .into_response();
+        }
+    };
 
     // Decode and preprocess to CHW f32 [0,1]
     let t_pre = Instant::now();
@@ -144,8 +197,8 @@ async fn predict(State(state): State<BurnState>, mut multipart: Multipart) -> im
         Ok(v) => v,
         Err(e) => {
             error!(%req_id, error = %e, "Preprocess failed");
-            return (StatusCode::BAD_REQUEST, format!("Preprocess failed: {}", e)).into_response()
-        },
+            return (StatusCode::BAD_REQUEST, format!("Preprocess failed: {}", e)).into_response();
+        }
     };
     debug!(%req_id, ms = t_pre.elapsed().as_millis() as u64, "Preprocessing done");
 
@@ -154,47 +207,115 @@ async fn predict(State(state): State<BurnState>, mut multipart: Multipart) -> im
 
     // Build Burn tensor [1, 3, H, W]
     let input_1d: Tensor<NdArray, 1> = Tensor::<NdArray, 1>::from_floats(chw.as_slice(), &device);
-    let input: Tensor<NdArray, 4> = input_1d.reshape([1, 3, state.cfg.image_height, state.cfg.image_width]);
+    let input: Tensor<NdArray, 4> =
+        input_1d.reshape([1, 3, state.cfg.image_height, state.cfg.image_width]);
 
     // Instantiate and load model weights
     let t_load = Instant::now();
     let mut model: MalariaCNN<NdArray> = MalariaCNN::new(
         &device,
-        3, 16, 32, 64, 128, 64, 2, 0.3,
+        3,
+        16,
+        32,
+        64,
+        128,
+        64,
+        state.cfg.num_species_classes,
+        state.cfg.num_stage_classes,
+        state.cfg.stage_loss_lambda,
+        0.3,
     );
-    let record = match BinFileRecorder::<FullPrecisionSettings>::new().load(state.model_path.clone().into(), &device) {
+    let record = match BinFileRecorder::<FullPrecisionSettings>::new()
+        .load(state.model_path.clone(), &device)
+    {
         Ok(r) => r,
         Err(e) => {
             error!(%req_id, error = ?e, path = %state.model_path.display(), "Failed to load checkpoint");
-            return (StatusCode::INTERNAL_SERVER_ERROR, format!("Failed to load checkpoint: {:?}", e)).into_response()
-        },
+            return (
+                StatusCode::INTERNAL_SERVER_ERROR,
+                format!("Failed to load checkpoint: {:?}", e),
+            )
+                .into_response();
+        }
     };
     model = model.load_record(record);
     debug!(%req_id, ms = t_load.elapsed().as_millis() as u64, "Model loaded");
 
     let t_inf = Instant::now();
-    let logits: Tensor<NdArray, 2> = model.forward(input);
-    let logits_data = logits.into_data();
-    let logits_vec: Vec<f32> = match logits_data.to_vec::<f32>() {
+    let (species_logits, stage_logits) = model.forward(input);
+
+    let species_logits_vec: Vec<f32> = match species_logits.into_data().to_vec::<f32>() {
+        Ok(v) => v,
+        Err(e) => {
+            error!(%req_id, error = ?e, "Failed to read species logits");
+            return (
+                StatusCode::INTERNAL_SERVER_ERROR,
+                format!("Failed to read species logits: {:?}", e),
+            )
+                .into_response();
+        }
+    };
+
+    let stage_logits_vec: Vec<f32> = match stage_logits.into_data().to_vec::<f32>() {
         Ok(v) => v,
         Err(e) => {
-            error!(%req_id, error = ?e, "Failed to read logits");
-            return (StatusCode::INTERNAL_SERVER_ERROR, format!("Failed to read logits: {:?}", e)).into_response()
-        },
+            error!(%req_id, error = ?e, "Failed to read stage logits");
+            return (
+                StatusCode::INTERNAL_SERVER_ERROR,
+                format!("Failed to read stage logits: {:?}", e),
+            )
+                .into_response();
+        }
     };
     debug!(%req_id, ms = t_inf.elapsed().as_millis() as u64, "Inference done");
 
-    // Softmax
-    let probs_vec = softmax(&logits_vec);
-    if probs_vec.len() < 2 {
-        error!(%req_id, len = probs_vec.len(), "Invalid model output length");
-        return (StatusCode::INTERNAL_SERVER_ERROR, "Invalid model output length").into_response();
+    // Species softmax
+    let species_probs = softmax(&species_logits_vec);
+    if species_probs.len() < state.cfg.num_species_classes {
+        error!(%req_id, len = species_probs.len(), expected = state.cfg.num_species_classes, "Invalid species output length");
+        return (
+            StatusCode::INTERNAL_SERVER_ERROR,
+            "Invalid species output length",
+        )
+            .into_response();
     }
-    let probs = [probs_vec[0], probs_vec[1]];
-    let class_idx = if probs[1] >= probs[0] { 1 } else { 0 };
-    let class = if class_idx == 1 { "Parasitized" } else { "Uninfected" };
-    info!(%req_id, class, p0 = probs[0], p1 = probs[1], total_ms = t_total.elapsed().as_millis() as u64, "Prediction ready");
-    Json(PredictResponse { class: class.to_string(), probabilities: probs }).into_response()
+
+    let class_idx = argmax(&species_probs);
+    let species_labels = ["Falciparum", "Malariae", "Ovale", "Vivax", "Uninfected"];
+    let predicted_species = species_labels
+        .get(class_idx)
+        .unwrap_or(&"Unknown")
+        .to_string();
+    let infected = predicted_species != "Uninfected";
+
+    // Stage sigmoid
+    let stage_probs_vec = sigmoid_vec(&stage_logits_vec);
+    let stage_probabilities = if stage_probs_vec.len() >= 4 {
+        [
+            stage_probs_vec[0],
+            stage_probs_vec[1],
+            stage_probs_vec[2],
+            stage_probs_vec[3],
+        ]
+    } else {
+        [0.0, 0.0, 0.0, 0.0]
+    };
+
+    info!(
+        %req_id,
+        infected,
+        predicted_species,
+        total_ms = t_total.elapsed().as_millis() as u64,
+        "Prediction ready"
+    );
+
+    Json(PredictResponse {
+        infected,
+        predicted_species,
+        species_probabilities: species_probs,
+        stage_probabilities,
+    })
+    .into_response()
 }
 
 fn preprocess_bytes(bytes: &[u8], target_height: usize, target_width: usize) -> Result<Vec<f32>> {
@@ -203,7 +324,11 @@ fn preprocess_bytes(bytes: &[u8], target_height: usize, target_width: usize) ->
         .context("Unsupported image format")?
         .decode()
         .context("Failed to decode image")?
-        .resize_exact(target_width as u32, target_height as u32, FilterType::Triangle)
+        .resize_exact(
+            target_width as u32,
+            target_height as u32,
+            FilterType::Triangle,
+        )
         .to_rgb8();
 
     let raw = img.into_raw();
@@ -218,9 +343,27 @@ fn preprocess_bytes(bytes: &[u8], target_height: usize, target_width: usize) ->
 }
 
 fn softmax(v: &[f32]) -> Vec<f32> {
-    if v.is_empty() { return vec![]; }
+    if v.is_empty() {
+        return vec![];
+    }
     let max = v.iter().cloned().fold(f32::NEG_INFINITY, f32::max);
     let exps: Vec<f32> = v.iter().map(|x| (*x - max).exp()).collect();
     let sum: f32 = exps.iter().sum();
     exps.into_iter().map(|e| e / sum).collect()
 }
+
+fn argmax(v: &[f32]) -> usize {
+    let mut best_i = 0usize;
+    let mut best_v = f32::NEG_INFINITY;
+    for (i, &x) in v.iter().enumerate() {
+        if x > best_v {
+            best_v = x;
+            best_i = i;
+        }
+    }
+    best_i
+}
+
+fn sigmoid_vec(v: &[f32]) -> Vec<f32> {
+    v.iter().map(|x| 1.0 / (1.0 + (-x).exp())).collect()
+}
diff --git a/src/config.rs b/src/config.rs
index 384e5ac..5580cfd 100644
--- a/src/config.rs
+++ b/src/config.rs
@@ -21,8 +21,12 @@ pub struct ModelConfig {
     pub fc1_units: usize,
     /// Units for the second fully-connected layer
     pub fc2_units: usize,
-    /// Number of output classes (2: malaria/non-malaria)
-    pub num_classes: usize,
+    /// Number of species classes (4: Falciparum/Malariae/Ovale/Vivax)
+    pub num_species_classes: usize,
+    /// Number of stage classes (4: R/T/S/G)
+    pub num_stage_classes: usize,
+    /// Weight for stage loss in multi-task objective
+    pub stage_loss_lambda: f64,
     /// Dropout rate for regularization
     pub dropout_rate: f64,
     /// Learning rate for the optimizer
@@ -41,6 +45,8 @@ pub struct ModelConfig {
     pub num_workers: usize,
     /// Gradient accumulation steps
     pub grad_accum_steps: usize,
+    /// Path to manifest CSV generated by mpidb_prep
+    pub manifest_path: String,
 }
 
 impl Default for ModelConfig {
@@ -55,7 +61,9 @@ impl Default for ModelConfig {
             conv3_filters: 64,
             fc1_units: 128,
             fc2_units: 64,
-            num_classes: 2,
+            num_species_classes: 5,
+            num_stage_classes: 4,
+            stage_loss_lambda: 0.25,
             dropout_rate: 0.3,
             learning_rate: 0.001,
             // ✅ Small batch size initially for GPU stability
@@ -66,6 +74,7 @@ impl Default for ModelConfig {
             use_cache: true, // ✅ Cache enabled for performance
             num_workers: 2,  // ✅ Conservative value for stability
             grad_accum_steps: 1,
+            manifest_path: "mpidb_crops/manifest.csv".to_string(),
         }
     }
-}
\ No newline at end of file
+}
diff --git a/src/data.rs b/src/data.rs
index 84dc004..74a07ea 100644
--- a/src/data.rs
+++ b/src/data.rs
@@ -1,12 +1,18 @@
-use anyhow::{Result, anyhow};
+use anyhow::{anyhow, Result};
 use burn::{
     data::{dataloader::batcher::Batcher, dataset::Dataset},
     tensor::{backend::Backend, Int, Tensor},
 };
-use image::{ImageReader, imageops::FilterType};
+use csv::Reader;
+use image::{imageops::FilterType, ImageReader};
 use rand::{rngs::StdRng, seq::SliceRandom, SeedableRng};
 use serde::{Deserialize, Serialize};
-use std::{collections::HashMap, fs, path::{Path, PathBuf}, sync::Arc};
+use std::{
+    collections::{HashMap, HashSet},
+    fs,
+    path::{Path, PathBuf},
+    sync::Arc,
+};
 
 /// Dataset item containing image path and label
 #[derive(Debug, Clone, Serialize, Deserialize)]
@@ -15,8 +21,19 @@ pub struct MalariaItem {
     pub label: u8,
 }
 
+#[derive(Debug, Clone, Serialize, Deserialize)]
+#[allow(dead_code)]
+pub struct MpIdbItem {
+    pub image_path: String,
+    pub infected: u8,
+    pub species_id: u8,
+    pub stage_labels: [u8; 4],
+    pub source_image_id: String,
+}
+
 /// Dataset for malaria detection
 #[derive(Debug, Clone)]
+#[allow(dead_code)]
 pub struct MalariaDataset {
     pub images: Vec<PathBuf>,
     pub labels: Vec<u8>,
@@ -26,6 +43,7 @@ pub struct MalariaDataset {
     pub use_cache: bool,
 }
 
+#[allow(dead_code)]
 impl MalariaDataset {
     pub fn new<P: AsRef<Path>>(
         root_dir: P,
@@ -34,20 +52,20 @@ impl MalariaDataset {
         use_cache: bool,
     ) -> Result<Self> {
         let root_dir = root_dir.as_ref();
-        println!("📂 Chargement du dataset depuis: {}", root_dir.display());
+        println!("📂 Loading dataset from: {}", root_dir.display());
 
         let parasitized_dir = root_dir.join("Parasitized");
         let uninfected_dir = root_dir.join("Uninfected");
 
         if !parasitized_dir.exists() {
             return Err(anyhow!(
-                "Dossier manquant: {}/Parasitized/",
+                "Missing folder: {}/Parasitized/",
                 root_dir.display()
             ));
         }
         if !uninfected_dir.exists() {
             return Err(anyhow!(
-                "Dossier manquant: {}/Uninfected/",
+                "Missing folder: {}/Uninfected/",
                 root_dir.display()
             ));
         }
@@ -59,13 +77,19 @@ impl MalariaDataset {
         Self::load_images_from_dir(&uninfected_dir, 0, &mut images, &mut labels)?;
 
         let mut rng = StdRng::seed_from_u64(42);
-        let mut combined: Vec<_> = images.into_iter().zip(labels.into_iter()).collect();
+        let mut combined: Vec<_> = images.into_iter().zip(labels).collect();
         combined.shuffle(&mut rng);
         let (shuffled_images, shuffled_labels): (Vec<_>, Vec<_>) = combined.into_iter().unzip();
 
-        println!("📊 Dataset chargé: {} images au total", shuffled_images.len());
-        println!("   - Parasitized: {}", shuffled_labels.iter().filter(|&&l| l == 1).count());
-        println!("   - Uninfected: {}", shuffled_labels.iter().filter(|&&l| l == 0).count());
+        println!("📊 Dataset loaded: {} total images", shuffled_images.len());
+        println!(
+            "   - Parasitized: {}",
+            shuffled_labels.iter().filter(|&&l| l == 1).count()
+        );
+        println!(
+            "   - Uninfected: {}",
+            shuffled_labels.iter().filter(|&&l| l == 0).count()
+        );
 
         let dataset = Self {
             images: shuffled_images,
@@ -77,9 +101,9 @@ impl MalariaDataset {
         };
 
         let dataset = if use_cache {
-            println!("💾 Initialisation du cache...");
+            println!("💾 Initializing cache...");
             let cache = dataset.build_cache();
-            println!("✅ Cache initialisé avec {} images.", cache.len());
+            println!("✅ Cache initialized with {} images.", cache.len());
             Self {
                 cache: Some(Arc::new(cache)),
                 ..dataset
@@ -94,7 +118,9 @@ impl MalariaDataset {
     fn build_cache(&self) -> HashMap<PathBuf, Vec<f32>> {
         let mut cache = HashMap::with_capacity(self.images.len());
         for path in &self.images {
-            if let Ok(data) = Self::load_and_preprocess_image_raw(path, self.target_height, self.target_width) {
+            if let Ok(data) =
+                Self::load_and_preprocess_image_raw(path, self.target_height, self.target_width)
+            {
                 cache.insert(path.clone(), data);
             }
         }
@@ -108,7 +134,7 @@ impl MalariaDataset {
         labels: &mut Vec<u8>,
     ) -> Result<()> {
         let entries = fs::read_dir(dir)
-            .map_err(|e| anyhow!("Erreur lecture dossier {}: {}", dir.display(), e))?;
+            .map_err(|e| anyhow!("Error reading directory {}: {}", dir.display(), e))?;
 
         let mut count = 0;
         for entry in entries {
@@ -117,7 +143,10 @@ impl MalariaDataset {
             if path.is_file() {
                 if let Some(ext) = path.extension() {
                     let ext = ext.to_string_lossy().to_lowercase();
-                    if matches!(ext.as_str(), "png" | "jpg" | "jpeg" | "tif" | "tiff" | "bmp") {
+                    if matches!(
+                        ext.as_str(),
+                        "png" | "jpg" | "jpeg" | "tif" | "tiff" | "bmp"
+                    ) {
                         images.push(path);
                         labels.push(label);
                         count += 1;
@@ -125,7 +154,7 @@ impl MalariaDataset {
                 }
             }
         }
-        println!("   - {} : {} images chargées", dir.display(), count);
+        println!("   - {} : {} images loaded", dir.display(), count);
         Ok(())
     }
 
@@ -135,13 +164,11 @@ impl MalariaDataset {
         target_height: usize,
         target_width: usize,
     ) -> Result<Vec<f32>> {
-        let img = ImageReader::open(path)?
-            .decode()?
-            .resize_exact(
-                target_width as u32,
-                target_height as u32,
-                FilterType::Triangle,
-            );
+        let img = ImageReader::open(path)?.decode()?.resize_exact(
+            target_width as u32,
+            target_height as u32,
+            FilterType::Triangle,
+        );
 
         let rgb_img = img.to_rgb8();
         let raw_pixels = rgb_img.into_raw();
@@ -160,7 +187,7 @@ impl MalariaDataset {
 
     pub fn get_image_data(&self, index: usize) -> Result<Vec<f32>> {
         if index >= self.images.len() {
-            return Err(anyhow!("Index {} hors limites", index));
+            return Err(anyhow!("Index {} out of bounds", index));
         }
 
         let path = &self.images[index];
@@ -185,7 +212,7 @@ impl MalariaDataset {
     }
 
     pub fn split(&self, ratio: f32) -> (Self, Self) {
-        assert!(ratio > 0.0 && ratio < 1.0, "Le ratio doit être entre 0 et 1");
+        assert!(ratio > 0.0 && ratio < 1.0, "Ratio must be between 0 and 1");
         let split_index = (self.images.len() as f32 * ratio) as usize;
 
         let train_images = self.images[..split_index].to_vec();
@@ -193,8 +220,8 @@ impl MalariaDataset {
         let valid_images = self.images[split_index..].to_vec();
         let valid_labels = self.labels[split_index..].to_vec();
 
-        println!("📈 Split du dataset (ratio: {}):", ratio);
-        println!("   - Entraînement: {} images", train_images.len());
+        println!("📈 Dataset split (ratio: {}):", ratio);
+        println!("   - Training: {} images", train_images.len());
         println!("   - Validation: {} images", valid_images.len());
 
         let train_ds = Self {
@@ -240,20 +267,233 @@ impl Dataset<MalariaItem> for MalariaDataset {
     }
 }
 
+#[derive(Debug, Clone)]
+pub struct MpIdbDataset {
+    pub items: Vec<MpIdbItem>,
+    pub cache: Option<Arc<HashMap<PathBuf, Vec<f32>>>>,
+    pub target_height: usize,
+    pub target_width: usize,
+    pub use_cache: bool,
+}
+
+impl MpIdbDataset {
+    pub fn from_manifest<P: AsRef<Path>>(
+        manifest_path: P,
+        target_height: usize,
+        target_width: usize,
+        use_cache: bool,
+    ) -> Result<Self> {
+        let manifest_path = manifest_path.as_ref();
+
+        let mut rdr = Reader::from_path(manifest_path)
+            .map_err(|e| anyhow!("Failed to open manifest {}: {}", manifest_path.display(), e))?;
+
+        let mut items: Vec<MpIdbItem> = Vec::new();
+        for rec in rdr.records() {
+            let rec = rec.map_err(|e| anyhow!("Failed to read manifest record: {}", e))?;
+            let crop_path = rec
+                .get(0)
+                .ok_or_else(|| anyhow!("manifest missing crop_path"))?
+                .to_string();
+            let infected: u8 = rec
+                .get(1)
+                .ok_or_else(|| anyhow!("manifest missing infected"))?
+                .parse()
+                .map_err(|_| anyhow!("Invalid infected"))?;
+
+            let species = rec
+                .get(2)
+                .ok_or_else(|| anyhow!("manifest missing species"))?;
+
+            let species_id = if infected == 0 {
+                4
+            } else {
+                species_to_id(species)
+                    .ok_or_else(|| anyhow!("Unknown species '{}' in manifest", species))?
+            };
+
+            let stage_r: u8 = rec
+                .get(3)
+                .ok_or_else(|| anyhow!("manifest missing stage_r"))?
+                .parse()
+                .map_err(|_| anyhow!("Invalid stage_r"))?;
+            let stage_t: u8 = rec
+                .get(4)
+                .ok_or_else(|| anyhow!("manifest missing stage_t"))?
+                .parse()
+                .map_err(|_| anyhow!("Invalid stage_t"))?;
+            let stage_s: u8 = rec
+                .get(5)
+                .ok_or_else(|| anyhow!("manifest missing stage_s"))?
+                .parse()
+                .map_err(|_| anyhow!("Invalid stage_s"))?;
+            let stage_g: u8 = rec
+                .get(6)
+                .ok_or_else(|| anyhow!("manifest missing stage_g"))?
+                .parse()
+                .map_err(|_| anyhow!("Invalid stage_g"))?;
+
+            let stage_r = if infected == 0 { 0 } else { stage_r };
+            let stage_t = if infected == 0 { 0 } else { stage_t };
+            let stage_s = if infected == 0 { 0 } else { stage_s };
+            let stage_g = if infected == 0 { 0 } else { stage_g };
+
+            let source_image_id = rec
+                .get(7)
+                .ok_or_else(|| anyhow!("manifest missing source_image_id"))?
+                .to_string();
+
+            items.push(MpIdbItem {
+                image_path: crop_path,
+                infected,
+                species_id,
+                stage_labels: [stage_r, stage_t, stage_s, stage_g],
+                source_image_id,
+            });
+        }
+
+        let dataset = Self {
+            items,
+            cache: None,
+            target_height,
+            target_width,
+            use_cache,
+        };
+
+        let dataset = if use_cache {
+            let cache = dataset.build_cache();
+            Self {
+                cache: Some(Arc::new(cache)),
+                ..dataset
+            }
+        } else {
+            dataset
+        };
+
+        Ok(dataset)
+    }
+
+    fn build_cache(&self) -> HashMap<PathBuf, Vec<f32>> {
+        let mut cache = HashMap::with_capacity(self.items.len());
+        for item in &self.items {
+            let p = PathBuf::from(&item.image_path);
+            if let Ok(data) = MalariaDataset::load_and_preprocess_image_raw(
+                &p,
+                self.target_height,
+                self.target_width,
+            ) {
+                cache.insert(p, data);
+            }
+        }
+        cache
+    }
+
+    pub fn len(&self) -> usize {
+        self.items.len()
+    }
+
+    #[allow(dead_code)]
+    pub fn is_empty(&self) -> bool {
+        self.items.is_empty()
+    }
+
+    pub fn split_by_source(&self, ratio: f32, seed: u64) -> (Self, Self) {
+        assert!(ratio > 0.0 && ratio < 1.0, "Ratio must be between 0 and 1");
+
+        let mut sources: Vec<String> = self
+            .items
+            .iter()
+            .map(|i| i.source_image_id.clone())
+            .collect::<HashSet<_>>()
+            .into_iter()
+            .collect();
+
+        let mut rng = StdRng::seed_from_u64(seed);
+        sources.shuffle(&mut rng);
+
+        let split_index = (sources.len() as f32 * ratio) as usize;
+        let train_sources: HashSet<String> = sources[..split_index].iter().cloned().collect();
+
+        let mut train_items = Vec::new();
+        let mut valid_items = Vec::new();
+        for it in &self.items {
+            if train_sources.contains(&it.source_image_id) {
+                train_items.push(it.clone());
+            } else {
+                valid_items.push(it.clone());
+            }
+        }
+
+        (
+            Self {
+                items: train_items,
+                cache: self.cache.clone(),
+                target_height: self.target_height,
+                target_width: self.target_width,
+                use_cache: self.use_cache,
+            },
+            Self {
+                items: valid_items,
+                cache: self.cache.clone(),
+                target_height: self.target_height,
+                target_width: self.target_width,
+                use_cache: self.use_cache,
+            },
+        )
+    }
+
+    pub fn get(&self, index: usize) -> Option<MpIdbItem> {
+        self.items.get(index).cloned()
+    }
+}
+
+impl Dataset<MpIdbItem> for MpIdbDataset {
+    fn get(&self, index: usize) -> Option<MpIdbItem> {
+        self.get(index)
+    }
+
+    fn len(&self) -> usize {
+        self.len()
+    }
+}
+
+fn species_to_id(species: &str) -> Option<u8> {
+    match species {
+        "Falciparum" => Some(0),
+        "Malariae" => Some(1),
+        "Ovale" => Some(2),
+        "Vivax" => Some(3),
+        "Uninfected" => Some(4),
+        _ => None,
+    }
+}
+
 /// Batch for the malaria model
 #[derive(Debug, Clone)]
+#[allow(dead_code)]
 pub struct MalariaBatch<B: Backend> {
     pub images: Tensor<B, 4>,
     pub labels: Tensor<B, 1, Int>,
 }
 
+#[derive(Debug, Clone)]
+#[allow(dead_code)]
+pub struct MpIdbBatch<B: Backend> {
+    pub images: Tensor<B, 4>,
+    pub infected: Tensor<B, 1, Int>,
+    pub species: Tensor<B, 1, Int>,
+    pub stages: Tensor<B, 2>,
+}
+
 /// ✅ FIXED BATCHER - GOLDEN RULE RESPECTED
+#[allow(dead_code)]
 pub struct MalariaBatcher<B: Backend> {
     pub image_height: usize,
     pub image_width: usize,
     _phantom: std::marker::PhantomData<B>,
 }
 
+#[allow(dead_code)]
 impl<B: Backend> MalariaBatcher<B> {
     pub fn new(image_height: usize, image_width: usize) -> Self {
         Self {
@@ -270,7 +510,7 @@ impl<B: Backend> Batcher<B, MalariaItem, MalariaBatch<B>> for MalariaBatcher<B>
     fn batch(&self, items: Vec<MalariaItem>, device: &B::Device) -> MalariaBatch<B> {
         let batch_size = items.len();
         let expected_size = batch_size * 3 * self.image_height * self.image_width;
-        
+
         let mut images_data = Vec::with_capacity(expected_size);
         let mut labels_data = Vec::with_capacity(batch_size);
 
@@ -285,7 +525,7 @@ impl<B: Backend> Batcher<B, MalariaItem, MalariaBatch<B>> for MalariaBatcher<B>
             ) {
                 Ok(data) => data,
                 Err(e) => {
-                    eprintln!("⚠️  Erreur chargement {}: {}", item.image_path, e);
+                    eprintln!("⚠️  Error loading {}: {}", item.image_path, e);
                     default_image.clone()
                 }
             };
@@ -304,7 +544,8 @@ impl<B: Backend> Batcher<B, MalariaItem, MalariaBatch<B>> for MalariaBatcher<B>
 
         // ✅ GPU TRANSFER with the provided device (NEVER use Device::default())
         let images_tensor_1d = Tensor::<B, 1>::from_floats(images_data.as_slice(), device);
-        let images_tensor = images_tensor_1d.reshape([batch_size, 3, self.image_height, self.image_width]);
+        let images_tensor =
+            images_tensor_1d.reshape([batch_size, 3, self.image_height, self.image_width]);
         let labels_tensor = Tensor::<B, 1, Int>::from_ints(labels_data.as_slice(), device);
 
         MalariaBatch {
@@ -312,4 +553,80 @@ impl<B: Backend> Batcher<B, MalariaItem, MalariaBatch<B>> for MalariaBatcher<B>
             labels: labels_tensor,
         }
     }
-}
\ No newline at end of file
+}
+
+pub struct MpIdbBatcher<B: Backend> {
+    pub image_height: usize,
+    pub image_width: usize,
+    _phantom: std::marker::PhantomData<B>,
+}
+
+#[allow(dead_code)]
+impl<B: Backend> MpIdbBatcher<B> {
+    pub fn new(image_height: usize, image_width: usize) -> Self {
+        Self {
+            image_height,
+            image_width,
+            _phantom: std::marker::PhantomData,
+        }
+    }
+}
+
+impl<B: Backend> Batcher<B, MpIdbItem, MpIdbBatch<B>> for MpIdbBatcher<B> {
+    fn batch(&self, items: Vec<MpIdbItem>, device: &B::Device) -> MpIdbBatch<B> {
+        let batch_size = items.len();
+        let expected_size = batch_size * 3 * self.image_height * self.image_width;
+
+        let mut images_data = Vec::with_capacity(expected_size);
+        let mut infected_data = Vec::with_capacity(batch_size);
+        let mut species_data = Vec::with_capacity(batch_size);
+        let mut stages_data = Vec::with_capacity(batch_size * 4);
+
+        let default_image = vec![0.0; self.image_height * self.image_width * 3];
+
+        for item in items {
+            let image_data = match MalariaDataset::load_and_preprocess_image_raw(
+                Path::new(&item.image_path),
+                self.image_height,
+                self.image_width,
+            ) {
+                Ok(data) => data,
+                Err(e) => {
+                    eprintln!("⚠️  Error loading {}: {}", item.image_path, e);
+                    default_image.clone()
+                }
+            };
+            images_data.extend(image_data);
+            infected_data.push(item.infected as i64);
+            species_data.push(item.species_id as i64);
+
+            for v in item.stage_labels {
+                stages_data.push(v as f32);
+            }
+        }
+
+        assert_eq!(
+            images_data.len(),
+            expected_size,
+            "❌ Taille invalide: {} != {}",
+            images_data.len(),
+            expected_size
+        );
+
+        let images_tensor_1d = Tensor::<B, 1>::from_floats(images_data.as_slice(), device);
+        let images_tensor =
+            images_tensor_1d.reshape([batch_size, 3, self.image_height, self.image_width]);
+
+        let species_tensor = Tensor::<B, 1, Int>::from_ints(species_data.as_slice(), device);
+        let infected_tensor = Tensor::<B, 1, Int>::from_ints(infected_data.as_slice(), device);
+        let stages_tensor =
+            Tensor::<B, 1>::from_floats(stages_data.as_slice(), device).reshape([batch_size, 4]);
+
+        MpIdbBatch {
+            images: images_tensor,
+            infected: infected_tensor,
+            species: species_tensor,
+            stages: stages_tensor,
+        }
+    }
+}
diff --git a/src/main.rs b/src/main.rs
index ad2faf7..79786db 100644
--- a/src/main.rs
+++ b/src/main.rs
@@ -1,12 +1,15 @@
-mod malaria_cnn;
-mod training;
 mod config;
 mod data;
+mod malaria_cnn;
+mod training;
 
-use anyhow::Result;
-use burn::backend::{wgpu::{Wgpu, WgpuDevice}, Autodiff};
-use crate::training::MalariaTrainer;
 use crate::config::ModelConfig;
+use crate::training::MalariaTrainer;
+use anyhow::Result;
+use burn::backend::{
+    wgpu::{Wgpu, WgpuDevice},
+    Autodiff,
+};
 
 type Backend = Autodiff<Wgpu<f32, i32>>;
 
@@ -14,29 +17,29 @@ fn main() -> Result<()> {
     println!("╔════════════════════════════════════════════╗");
     println!("║  🔥 BURN + WGPU - STABLE & PRODUCTION-READY ║");
     println!("╚════════════════════════════════════════════╝");
-    
+
     // ✅ RÈGLE D'OR : Device créé UNE SEULE FOIS
     let device = WgpuDevice::default();
-    
+
     // ✅ Configuration GPU-SAFE
     let config = ModelConfig {
-        image_width: 128,       // Taille safe
-        image_height: 128,      // Taille safe
-        batch_size: 4,          // Petit au début
+        image_width: 128,  // Taille safe
+        image_height: 128, // Taille safe
+        batch_size: 4,     // Petit au début
         num_epochs: 15,
-        use_cache: true,        // Performance
-        num_workers: 2,         // Stabilité
+        use_cache: true, // Performance
+        num_workers: 2,  // Stabilité
         learning_rate: 0.001,
         ..Default::default()
     };
-    
+
     println!("\n📋 Configuration:");
     println!("   • Image: {}x{}", config.image_width, config.image_height);
     println!("   • Batch size: {}", config.batch_size);
     println!("   • Cache: activé");
     println!("   • Device: {:?}\n", device);
-    
+
     // ✅ Device partagé partout
     let trainer = MalariaTrainer::<Backend>::new(config, device);
     trainer.run()
-}
\ No newline at end of file
+}
diff --git a/src/malaria_cnn.rs b/src/malaria_cnn.rs
index d6857bf..a1c3686 100644
--- a/src/malaria_cnn.rs
+++ b/src/malaria_cnn.rs
@@ -1,3 +1,4 @@
+use crate::data::MpIdbBatch;
 use burn::{
     module::Module,
     nn::{
@@ -5,10 +6,9 @@ use burn::{
         pool::{AdaptiveAvgPool2d, AdaptiveAvgPool2dConfig, MaxPool2d, MaxPool2dConfig},
         BatchNorm, BatchNormConfig, Dropout, DropoutConfig, Linear, LinearConfig, Relu,
     },
-    tensor::{backend::Backend, Tensor, loss::cross_entropy_with_logits},
+    tensor::{backend::Backend, loss::cross_entropy_with_logits, Tensor},
     train::{TrainOutput, TrainStep, ValidStep},
 };
-use crate::data::MalariaBatch;
 
 #[derive(Module, Debug)]
 pub struct MalariaCNN<B: Backend> {
@@ -25,11 +25,14 @@ pub struct MalariaCNN<B: Backend> {
     dropout: Dropout,
     fc1: Linear<B>,
     fc2: Linear<B>,
-    fc3: Linear<B>,
+    fc_species: Linear<B>,
+    fc_stage: Linear<B>,
     relu: Relu,
+    stage_loss_lambda: f32,
 }
 
 impl<B: Backend> MalariaCNN<B> {
+    #[allow(clippy::too_many_arguments)]
     pub fn new(
         device: &B::Device,
         image_channels: usize,
@@ -38,7 +41,9 @@ impl<B: Backend> MalariaCNN<B> {
         conv3_filters: usize,
         fc1_units: usize,
         fc2_units: usize,
-        num_classes: usize,
+        num_species_classes: usize,
+        num_stage_classes: usize,
+        stage_loss_lambda: f32,
         dropout_rate: f64,
     ) -> Self {
         let conv1 = Conv2dConfig::new([image_channels, conv1_filters], [3, 3])
@@ -67,29 +72,56 @@ impl<B: Backend> MalariaCNN<B> {
         let fc_input_size = conv3_filters * 4 * 4;
         let fc1 = LinearConfig::new(fc_input_size, fc1_units).init(device);
         let fc2 = LinearConfig::new(fc1_units, fc2_units).init(device);
-        let fc3 = LinearConfig::new(fc2_units, num_classes).init(device);
+        let fc_species = LinearConfig::new(fc2_units, num_species_classes).init(device);
+        let fc_stage = LinearConfig::new(fc2_units, num_stage_classes).init(device);
 
         let relu = Relu::new();
 
         Self {
-            conv1, bn1, conv2, bn2, conv3, bn3,
-            pool1, pool2, pool3, adaptive_pool,
-            dropout, fc1, fc2, fc3, relu,
+            conv1,
+            bn1,
+            conv2,
+            bn2,
+            conv3,
+            bn3,
+            pool1,
+            pool2,
+            pool3,
+            adaptive_pool,
+            dropout,
+            fc1,
+            fc2,
+            fc_species,
+            fc_stage,
+            relu,
+            stage_loss_lambda,
         }
     }
 
-    pub fn forward(&self, x: Tensor<B, 4>) -> Tensor<B, 2> {
-        let x = self.pool1.forward(self.relu.forward(self.bn1.forward(self.conv1.forward(x))));
-        let x = self.pool2.forward(self.relu.forward(self.bn2.forward(self.conv2.forward(x))));
-        let x = self.pool3.forward(self.relu.forward(self.bn3.forward(self.conv3.forward(x))));
+    pub fn forward(&self, x: Tensor<B, 4>) -> (Tensor<B, 2>, Tensor<B, 2>) {
+        let x = self
+            .pool1
+            .forward(self.relu.forward(self.bn1.forward(self.conv1.forward(x))));
+        let x = self
+            .pool2
+            .forward(self.relu.forward(self.bn2.forward(self.conv2.forward(x))));
+        let x = self
+            .pool3
+            .forward(self.relu.forward(self.bn3.forward(self.conv3.forward(x))));
         let x = self.adaptive_pool.forward(x);
         let x = x.flatten(1, 3);
         let x = self.relu.forward(self.dropout.forward(self.fc1.forward(x)));
         let x = self.relu.forward(self.dropout.forward(self.fc2.forward(x)));
-        self.fc3.forward(x)
+        let species = self.fc_species.forward(x.clone());
+        let stages = self.fc_stage.forward(x);
+        (species, stages)
     }
 
-    fn compute_loss(&self, output: Tensor<B, 2>, targets: Tensor<B, 1, burn::tensor::Int>) -> Tensor<B, 1> {
+    fn compute_species_loss(
+        &self,
+        output: Tensor<B, 2>,
+        targets: Tensor<B, 1, burn::tensor::Int>,
+    ) -> Tensor<B, 1> {
         let batch_size = targets.dims()[0];
         let num_classes = output.dims()[1];
         let one_hot = Tensor::<B, 2>::zeros([batch_size, num_classes], &output.device());
@@ -98,13 +130,21 @@ impl<B: Backend> MalariaCNN<B> {
         let targets_one_hot = one_hot.scatter(1, indices, values);
         cross_entropy_with_logits(output, targets_one_hot)
     }
+
+    fn compute_stage_loss(&self, logits: Tensor<B, 2>, targets: Tensor<B, 2>) -> Tensor<B, 1> {
+        // Sigmoid + MSE (works without BCE helpers; stable enough for baseline)
+        let ones = Tensor::<B, 2>::ones(logits.dims(), &logits.device());
+        let probs = ones.clone() / (ones + logits.neg().exp());
+        let diff = probs - targets;
+        (diff.clone() * diff).mean()
+    }
 }
 
 #[derive(Debug, Clone)]
 pub struct ClassificationOutput<B: Backend> {
     pub loss: Tensor<B, 1>,
-    pub output: Tensor<B, 2>,
-    pub targets: Tensor<B, 1, burn::tensor::Int>,
+    pub species_output: Tensor<B, 2>,
+    pub species_targets: Tensor<B, 1, burn::tensor::Int>,
 }
 
 impl<B: Backend> burn::train::metric::ItemLazy for ClassificationOutput<B> {
@@ -114,23 +154,31 @@ impl<B: Backend> burn::train::metric::ItemLazy for ClassificationOutput<B> {
     }
 }
 
-impl<B: Backend> burn::train::metric::Adaptor<burn::train::metric::LossInput<B>> for ClassificationOutput<B> {
+impl<B: Backend> burn::train::metric::Adaptor<burn::train::metric::LossInput<B>>
+    for ClassificationOutput<B>
+{
     fn adapt(&self) -> burn::train::metric::LossInput<B> {
         burn::train::metric::LossInput::new(self.loss.clone())
     }
 }
 
-impl<B: Backend> burn::train::metric::Adaptor<burn::train::metric::AccuracyInput<B>> for ClassificationOutput<B> {
+impl<B: Backend> burn::train::metric::Adaptor<burn::train::metric::AccuracyInput<B>>
+    for ClassificationOutput<B>
+{
     fn adapt(&self) -> burn::train::metric::AccuracyInput<B> {
-        let predictions = self.output.clone().argmax(1).float();
-        burn::train::metric::AccuracyInput::new(predictions, self.targets.clone())
+        let predictions = self.species_output.clone().argmax(1).float();
+        burn::train::metric::AccuracyInput::new(predictions, self.species_targets.clone())
     }
 }
 
-impl<B: burn::tensor::backend::AutodiffBackend> TrainStep<MalariaBatch<B>, ClassificationOutput<B>> for MalariaCNN<B> {
-    fn step(&self, batch: MalariaBatch<B>) -> TrainOutput<ClassificationOutput<B>> {
-        let output = self.forward(batch.images);
-        let loss = self.compute_loss(output.clone(), batch.labels.clone());
+impl<B: burn::tensor::backend::AutodiffBackend> TrainStep<MpIdbBatch<B>, ClassificationOutput<B>>
+    for MalariaCNN<B>
+{
+    fn step(&self, batch: MpIdbBatch<B>) -> TrainOutput<ClassificationOutput<B>> {
+        let (species_output, stage_output) = self.forward(batch.images);
+        let species_loss = self.compute_species_loss(species_output.clone(), batch.species.clone());
+        let stage_loss = self.compute_stage_loss(stage_output, batch.stages.clone());
+        let loss = species_loss + stage_loss * self.stage_loss_lambda;
         let grads = loss.backward();
 
         TrainOutput::new(
@@ -138,22 +186,24 @@ impl<B: burn::tensor::backend::AutodiffBackend> TrainStep<MalariaBatch<B>, Class
             grads,
             ClassificationOutput {
                 loss: loss.detach(),
-                output: output.detach(),
-                targets: batch.labels,
+                species_output: species_output.detach(),
+                species_targets: batch.species,
             },
         )
     }
 }
 
-impl<B: Backend> ValidStep<MalariaBatch<B>, ClassificationOutput<B>> for MalariaCNN<B> {
-    fn step(&self, batch: MalariaBatch<B>) -> ClassificationOutput<B> {
-        let output = self.forward(batch.images);
-        let loss = self.compute_loss(output.clone(), batch.labels.clone());
+impl<B: Backend> ValidStep<MpIdbBatch<B>, ClassificationOutput<B>> for MalariaCNN<B> {
+    fn step(&self, batch: MpIdbBatch<B>) -> ClassificationOutput<B> {
+        let (species_output, stage_output) = self.forward(batch.images);
+        let species_loss = self.compute_species_loss(species_output.clone(), batch.species.clone());
+        let stage_loss = self.compute_stage_loss(stage_output, batch.stages.clone());
+        let loss = species_loss + stage_loss * self.stage_loss_lambda;
 
         ClassificationOutput {
             loss: loss.detach(),
-            output,
-            targets: batch.labels,
+            species_output,
+            species_targets: batch.species,
         }
     }
-}
\ No newline at end of file
+}
diff --git a/src/training.rs b/src/training.rs
index 54c877f..9e67e86 100644
--- a/src/training.rs
+++ b/src/training.rs
@@ -1,18 +1,18 @@
+use crate::{
+    config::ModelConfig,
+    data::{MpIdbBatcher, MpIdbDataset},
+    malaria_cnn::MalariaCNN,
+};
 use burn::{
     data::dataloader::DataLoaderBuilder,
-    optim::{AdamConfig, decay::WeightDecayConfig},
+    optim::{decay::WeightDecayConfig, AdamConfig},
+    prelude::Module,
+    record::{BinFileRecorder, FullPrecisionSettings, Recorder},
     tensor::backend::AutodiffBackend,
     train::{
         metric::{AccuracyMetric, LossMetric},
         LearnerBuilder,
     },
-    record::{BinFileRecorder, FullPrecisionSettings, Recorder},
-    prelude::Module,
-};
-use crate::{
-    config::ModelConfig,
-    data::{MalariaBatcher, MalariaDataset},
-    malaria_cnn::MalariaCNN,
 };
 
 pub struct MalariaTrainer<B: AutodiffBackend> {
@@ -28,7 +28,7 @@ impl<B: AutodiffBackend> MalariaTrainer<B> {
     pub fn run(&self) -> anyhow::Result<()> {
         println!("🚀 Démarrage de l'entraînement sur GPU (WGPU)");
         println!("⚙️  Device: {:?}", self.device);
-        
+
         let model: MalariaCNN<B> = MalariaCNN::new(
             &self.device,
             self.config.image_channels,
@@ -37,58 +37,62 @@ impl<B: AutodiffBackend> MalariaTrainer<B> {
             self.config.conv3_filters,
             self.config.fc1_units,
             self.config.fc2_units,
-            self.config.num_classes,
+            self.config.num_species_classes,
+            self.config.num_stage_classes,
+            self.config.stage_loss_lambda as f32,
             self.config.dropout_rate,
         );
-        
+
         println!("✅ Modèle créé");
         println!("📁 Chargement du dataset...");
-        
-        let full_dataset = MalariaDataset::new(
-            "data",
+
+        let full_dataset = MpIdbDataset::from_manifest(
+            &self.config.manifest_path,
             self.config.image_height,
             self.config.image_width,
             self.config.use_cache,
         )?;
-        
-        let (train_dataset, valid_dataset) = full_dataset.split(0.8);
-        
-        println!("📊 Dataset: {} train, {} valid", train_dataset.len(), valid_dataset.len());
-        
-        // ✅ FIX: Specify the Backend in DataLoaderBuilder
-        let batcher_train = MalariaBatcher::<B>::new(
-            self.config.image_height,
-            self.config.image_width,
-        );
-        
-        let batcher_valid = MalariaBatcher::<B::InnerBackend>::new(
-            self.config.image_height,
-            self.config.image_width,
+
+        let (train_dataset, valid_dataset) = full_dataset.split_by_source(0.8, 42);
+
+        println!(
+            "📊 Dataset: {} train, {} valid",
+            train_dataset.len(),
+            valid_dataset.len()
         );
-        
+
+        // ✅ FIX: Specify the Backend in DataLoaderBuilder
+        let batcher_train =
+            MpIdbBatcher::<B>::new(self.config.image_height, self.config.image_width);
+
+        let batcher_valid =
+            MpIdbBatcher::<B::InnerBackend>::new(self.config.image_height, self.config.image_width);
+
         // ✅ FIX: DataLoaderBuilder expects the Backend as the first generic parameter
         let dataloader_train = DataLoaderBuilder::<B, _, _>::new(batcher_train)
             .batch_size(self.config.batch_size)
             .shuffle(42)
             .num_workers(self.config.num_workers)
             .build(train_dataset);
-        
+
         let dataloader_valid = DataLoaderBuilder::<B::InnerBackend, _, _>::new(batcher_valid)
             .batch_size(self.config.batch_size)
             .num_workers(self.config.num_workers)
             .build(valid_dataset);
-        
-        let optim = AdamConfig::new()
-            .with_weight_decay(Some(WeightDecayConfig::new(1e-4)));
-        
+
+        let optim = AdamConfig::new().with_weight_decay(Some(WeightDecayConfig::new(1e-4)));
+
         println!("⚡ Configuration:");
         println!("   - Époques: {}", self.config.num_epochs);
         println!("   - Batch size: {}", self.config.batch_size);
         println!("   - Learning rate: {}", self.config.learning_rate);
-        println!("   - Image size: {}x{}", self.config.image_width, self.config.image_height);
+        println!(
+            "   - Image size: {}x{}",
+            self.config.image_width, self.config.image_height
+        );
         println!("   - Cache: {}", self.config.use_cache);
         println!("🎯 Démarrage...");
-        
+
         let learner = LearnerBuilder::new("./malaria-model")
             .metric_train_numeric(LossMetric::new())
             .metric_valid_numeric(LossMetric::new())
@@ -99,15 +103,15 @@ impl<B: AutodiffBackend> MalariaTrainer<B> {
             .grads_accumulation(self.config.grad_accum_steps)
             .summary()
             .build(model, optim.init(), self.config.learning_rate);
-        
+
         let model_trained = learner.fit(dataloader_train, dataloader_valid);
-        
+
         println!("💾 Sauvegarde du modèle...");
         BinFileRecorder::<FullPrecisionSettings>::new()
             .record(model_trained.model.into_record(), "./malaria-model".into())?;
-        
+
         println!("✅ Entraînement terminé!");
-        
+
         Ok(())
     }
-}
\ No newline at end of file
+}