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20242026
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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.CV2026

VisualPrompter: Semantic-Aware Prompt Optimization with Visual Feedback for Text-to-Image Synthesis

Shiyu Wu, Mingzhen Sun, Weining Wang +2

The notable gap between user-provided and model-preferred prompts poses a significant challenge for generating high-quality images with text-to-image models, compelling the need fo…

cs.CV2025

AR-Diffusion: Asynchronous Video Generation with Auto-Regressive Diffusion

Mingzhen Sun, Weining Wang, Gen Li +7

The task of video generation requires synthesizing visually realistic and temporally coherent video frames. Existing methods primarily use asynchronous auto-regressive models or sy…

cs.CV2024

Learning Disentangled Representation for One-shot Progressive Face Swapping

Qi Li, Weining Wang, Chengzhong Xu +2

Although face swapping has attracted much attention in recent years, it remains a challenging problem. Existing methods leverage a large number of data samples to explore the intri…

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…