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.
Transformer-based person re-identification: A comprehensive review.IEEE Transactions on Intelligent Vehicles, 9(7):5222–5239, 2024
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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.