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cs.CV2026
RefReward-SR: LR-Conditioned Reward Modeling for Preference-Aligned Super-Resolution
Yushuai Song, Weize Quan, Weining Wang +8
Recent advances in generative super-resolution (SR) have greatly improved visual realism, yet existing evaluation and optimization frameworks remain misaligned with human perceptio…
cs.CV2024
COMUNI: Decomposing Common and Unique Video Signals for Diffusion-based Video Generation
Mingzhen Sun, Weining Wang, Xinxin Zhu +1
Since videos record objects moving coherently, adjacent video frames have commonness (similar object appearances) and uniqueness (slightly changed postures). To prevent redundant m…
cs.CV2024
MM-LDM: Multi-Modal Latent Diffusion Model for Sounding Video Generation
Mingzhen Sun, Weining Wang, Yanyuan Qiao +5
Sounding Video Generation (SVG) is an audio-video joint generation task challenged by high-dimensional signal spaces, distinct data formats, and different patterns of content infor…