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cs.CV2026
Dual-Edged Homogeneous-Modality Similarity: Towards Visible-Infrared Modality-Incomplete Person Re-Identification with Modality Adaptive Matching
Xin Xu, Shuhao Zhan, Wei Liu +3
Visible-Infrared Person Re-Identification (VI-ReID) operates under a closed-world assumption, where queries and galleries are from heterogeneous modalities. However, in open-world…
cs.CV2026
FedARKS: Federated Aggregation via Robust and Discriminative Knowledge Selection and Integration for Person Re-identification
Xin Xu, Binchang Ma, Zhixi Yu +1
The application of federated domain generalization in person re-identification (FedDG-ReID) aims to enhance the model's generalization ability in unseen domains while protecting cl…
cs.CV2026
Beyond Seen Bounds: Class-Centric Polarization for Single-Domain Generalized Deep Metric Learning
Xin Yuan, Meiqi Wan, Wei Liu +2
Single-domain generalized deep metric learning (SDG-DML) faces the dual challenge of both category and domain shifts during testing, limiting real-world applications. Therefore, ai…