most citedAdaptive Integration of Partial Label Learning and Negative Learning for Enhanced Noisy Label Learning

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cs.CV2026

Efficiency Follows Global-Local Decoupling

Zhenyu Yang, Gensheng Pei, Tao Chen +4

Modern vision models must capture image-level context without sacrificing local detail while remaining computationally affordable. We revisit this tradeoff and advance a simple pri…

cs.CV2026

Prototype-Guided Concept Erasure in Diffusion Models

Yuze Cai, Jiahao Lu, Hongxiang Shi +2

Concept erasure is extensively utilized in image generation to prevent text-to-image models from generating undesired content. Existing methods can effectively erase narrow concept…