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cs.CV2026
Less Supervision, Better Generalization: Weakly Supervised Fake Region Localization in Diffusion-Edited Images
Junhee Lee, Donghyeon Jeon, Taeoh Kim +2
Localizing AI-edited regions is essential for interpretable forensic analysis, but remains challenging due to subtle and spatially distributed artifacts that are misaligned with se…
cs.CV2026
Learning from Adversity: Semantic-Aware Mask Refinement through Adversarial Perturbation
Beomyoung Kim, Sung Ju Hwang
Despite significant advances in image segmentation, even state-of-the-art models produce masks with imperfect boundaries, semantic inconsistencies, and structural errors. Mask refi…