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From the 1 of 18 linked papers with an AI index.

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20242026
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cs.MM2025

A Tri-Dynamic Preprocessing Framework for UGC Video Compression

Fei Zhao, Mengxi Guo, Shijie Zhao +3

In recent years, user generated content (UGC) has become the dominant force in internet traffic. However, UGC videos exhibit a higher degree of variability and diverse characterist…

cs.MM2025

A Preprocessing Framework for Video Machine Vision under Compression

Fei Zhao, Mengxi Guo, Shijie Zhao +3

There has been a growing trend in compressing and transmitting videos from terminals for machine vision tasks. Nevertheless, most video coding optimization method focus on minimizi…

eess.IV2025

Generative Preprocessing for Image Compression with Pre-trained Diffusion Models

Mengxi Guo, Shijie Zhao, Junlin Li +1

Preprocessing is a well-established technique for optimizing compression, yet existing methods are predominantly Rate-Distortion (R-D) optimized and constrained by pixel-level fide…

eess.IV2025

Audio-Visual Cross-Modal Compression for Generative Face Video Coding

Youmin Xu, Mengxi Guo, Shijie Zhao +4

Generative face video coding (GFVC) is vital for modern applications like video conferencing, yet existing methods primarily focus on video motion while neglecting the significant…

cs.CV2025

UARE: A Unified Vision-Language Model for Image Quality Assessment, Restoration, and Enhancement

Weiqi Li, Xuanyu Zhang, Bin Chen +7

Image quality assessment (IQA) and image restoration are fundamental problems in low-level vision. Although IQA and restoration are closely connected conceptually, most existing wo…

cs.CV2025

Adaptive High-Frequency Preprocessing for Video Coding

Yingxue Pang, Shijie Zhao, Junlin Li +1

High-frequency components are crucial for maintaining video clarity and realism, but they also significantly impact coding bitrate, resulting in increased bandwidth and storage cos…