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cs.CV2026

Anchoring on Reality: Breaking the Pseudo-Target Ceiling in Makeup Transfer

Bo Wei, Xianhui Lin, Yi Dong +8

Makeup transfer applies a reference cosmetic style to a source face while preserving its identity and geometry. However, this task is severely hindered by the lack of real paired t…

cs.CV2026

HDRFace: Rethinking Face Restoration with High-Dimensional Representation

Zirui Wang, Xianhui Lin, Yi Dong +7

Face restoration under complex degradations still remains an ill-posed inverse problem due to severe information loss. Although diffusion models benefit from strong generative prio…

cs.CV2026

SynerMedGen: Synergizing Medical Multimodal Understanding with Generation via Task Alignment

Weiren Zhao, Yi Dong, Cheng Chen

Unifying multimodal understanding and generation is a compelling frontier that is beginning to emerge in the medical field. However, the limited existing unified medical models typ…

cs.CV2026

BeautyGRPO: Aesthetic Alignment for Face Retouching via Dynamic Path Guidance and Fine-Grained Preference Modeling

Jiachen Yang, Xianhui Lin, Yi Dong +4

Face retouching requires removing subtle imperfections while preserving unique facial identity features, in order to enhance overall aesthetic appeal. However, existing methods suf…

cs.CV2026

Hand2World: Autoregressive Egocentric Interaction Generation via Free-Space Hand Gestures

Yuxi Wang, Wenqi Ouyang, Tianyi Wei +3

Egocentric interactive world models are essential for augmented reality and embodied AI, where visual generation must respond to user input with low latency, geometric consistency,…