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…