CityGuard introduces a graph-aware transformer with dispersion-adaptive metrics, spatially conditioned attention using coarse geometry, and differentially private embeddings to support privacy-preserving identity retrieval across city cameras.
Image-text-image knowledge transfer for lifelong person re-identification with hybrid clothing states.IEEE Transactions on Image Processing, 2025
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CityGuard: Graph-Aware Private Descriptors for Bias-Resilient Identity Search Across Urban Cameras
CityGuard introduces a graph-aware transformer with dispersion-adaptive metrics, spatially conditioned attention using coarse geometry, and differentially private embeddings to support privacy-preserving identity retrieval across city cameras.