2 papers
cs.CV2026
CouCE: A Unified Causal Framework for Debiased Deep Metric Learning
Xin Yuan, Zhenyang Niu, Meiqi Wan +3
Deep Metric Learning (DML) often struggles with zero-shot generalization because standard objectives inherently capture what co-occurs rather than what causes similarity. Consequen…
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…