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cs.CV2026

PortraitAes: Intent-Conditioned Structured Portrait Aesthetic Assessment

Junzhou Xie, Haozhong Xiong, Xunyun Tian +8

Portrait aesthetic assessment assigns comparable scores according to how effectively human-centered images fulfill their photographic intent. These scores support data filtering, c…

cs.CV2026

UniSwap: Streaming Audio-Visual Identity Swapping for Talking Videos

Yuxuan Zhang, Haozhong Xiong, Jiayi Song +5

Talking-video character replacement requires coordinated transfer of appearance and voice while preserving the source motion, scene, linguistic content, and audio-video timing. Exi…

cs.CV2026

LiveAnimate: Stable Long-Form Streaming Human Animation in Real-Time

Yuxuan Zhang, Haozhong Xiong, Yubo Huang +6

Pose-driven human animation synthesizes a video of a target person from a single reference image and a driving pose stream. Real-time generation is essential for interactive applic…

cs.CV2026

DSAR: Dual-Stream Autoregressive Modeling of Temporal Cloth Dynamics for Photorealistic Animatable Avatars

Haozhong Xiong, Yao Yu, Yu Zhou +1

Creating photorealistic and temporally coherent animatable human avatars from RGB videos remains challenging. Current methods struggle to capture realistic cloth dynamics, producin…

cs.CV2026

Rethinking Classifier-Free Guidance in On-Policy Diffusion Distillation

Bingnan Li, Haozhe Wang, Haozhong Xiong +5

On-policy distillation (OPD) adapts diffusion models by querying a teacher along trajectories generated by the current student, but how it should behave under classifier-free guida…