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adilrasheed139 / UMAP-MMD-Bias-Mitigation-OcularAI

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Framework using UMAP-DBSCAN for unsupervised discovery of multi-modal Hidden Bias Subgroups (HBSs) in AI failure spaces. Implements a scalable Multi-Domain MMD Objective to mitigate latent Acquisition Bias and enhance robustness in clinical Ocular Disease Recognition (ODR).

computer-vision deep-learning representation-learning unsupervised-learning maximum-mean-discrepancy dbscan umap domain-adaptation explainable-ai out-of-distribution medical-ai bias-mitigation clinical-ai healthcare-ai robust-ai trustworthy-ai ocular-disease-recognition fair-ai latent-bias image-acquisition-bias
  • Updated Dec 22, 2025
  • Jupyter Notebook

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