This survey systematically reviews TBD-based MOT techniques, including similarity measurements, data association, camera motion compensation, and interpolation strategies, to establish a strong baseline tracker and provide a foundation for the principled design of robust and versatile MOT systems suitable for real-worl...
Yu-Jin Yang, Kyujin Shim, Kangwook Ko et al.· 0 citations
PAVA pairs a forget loss with a visual-attribute anchor that preserves image-grounded behavior by distilling the model's own pre-unlearning answers from the forget images alone and gives the strongest forget-retain trade-off among forget-set-only methods and remains competitive with retain-based baselines.
Kangwook Ko, Jaehyuk Jang, Wonjun Lee et al.· 0 citations
AIM is proposed, a two-stage method that anchors an identity-forgetting target with a universal visual prompt and then matches the vision encoder to that target under a Fisher-based constraint, which achieves competitive identity forgetting while preserving non-deleted identities, prior knowledge, and visual perception...
Wonjun Lee, Jaehyuk Jang, Kangwook Ko et al.· 1 citation
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