3 papers
cs.CV2026
SIGMA: Semantic-Difference Instruction-Grounding Mask Annotator for Text-Driven Image Manipulation Localization
Peiyu Zhuang, Jianquan Yang, Haodong Li +6
Text-driven image editing has advanced rapidly, but reliably localizing these manipulations requires image manipulation localization (IML) models trained on large pixel-annotated d…
cs.CR2025
Unveiling the Attribute Misbinding Threat in Identity-Preserving Models
Junming Fu, Jishen Zeng, Yi Jiang +4
Identity-preserving models have led to notable progress in generating personalized content. Unfortunately, such models also exacerbate risks when misused, for instance, by generati…
cs.MM2025
MSPT: A Lightweight Face Image Quality Assessment Method with Multi-stage Progressive Training
Xiongwei Xiao, Baoying Chen, Jishen Zeng +1
Accurately assessing the perceptual quality of face images is crucial, especially with the rapid progress in face restoration and generation. Traditional quality assessment methods…