3 papers
cs.CV2026
Towards Transferable Defense Against Malicious Image Edits
Jie Zhang, Shuai Dong, Shiguang Shan +1
Recent approaches employing imperceptible perturbations in input images have demonstrated promising potential to counter malicious manipulations in diffusion-based image editing sy…
cs.CV2025
Dual Attention Guided Defense Against Malicious Edits
Jie Zhang, Shuai Dong, Shiguang Shan +1
Recent progress in text-to-image diffusion models has transformed image editing via text prompts, yet this also introduces significant ethical challenges from potential misuse in c…
cs.CV2025
Semantic Mismatch and Perceptual Degradation: A New Perspective on Image Editing Immunity
Shuai Dong, Jie Zhang, Guoying Zhao +2
Text-guided image editing via diffusion models, while powerful, raises significant concerns about misuse, motivating efforts to immunize images against unauthorized edits using imp…