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.CV2026
AttDiff-GAN: A Hybrid Diffusion-GAN Framework for Facial Attribute Editing
Wenmin Huang, Weiqi Luo, Xiaochun Cao +1
Facial attribute editing aims to modify target attributes while preserving attribute-irrelevant content and overall image fidelity. Existing GAN-based methods provide favorable con…
cs.CV2026
LatRef-Diff: Latent and Reference-Guided Diffusion for Facial Attribute Editing and Style Manipulation
Wenmin Huang, Weiqi Luo, Xiaochun Cao +1
Facial attribute editing and style manipulation are crucial for applications like virtual avatars and photo editing. However, achieving precise control over facial attributes witho…