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cs.GR2026
RefRetouch: Personalized Image Retouching without Test-time Fine-tuning
Temesgen Muruts Weldengus, Binnan Liu, Fei Kou +4
Personalized image retouching aims to adapt retouching styles of individual users from reference examples, but existing methods often require user-specific fine-tuning or fail to g…
cs.CV2026
VMonarch: Efficient Video Diffusion Transformers with Structured Attention
Cheng Liang, Haoxian Chen, Liang Hou +4
The quadratic complexity of the attention mechanism severely limits the context scalability of Video Diffusion Transformers (DiTs). We find that the highly sparse spatio-temporal a…