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Person Re-ID system: ResNet-50 IBN-a + BNNeck trained on Market-1501 (Rank-1 81.80%, mAP 60.38%). FAISS gallery search, cross-dataset eval on DukeMTMC-reID, YOLOv8 video demo with persistent global IDs. Pure PyTorch, Colab T4 + Apple M1 MPS.