Perceptual video quality assessment: A survey

X Min, H Duan, W Sun, Y Zhu, G Zhai - Science China Information …, 2024 - Springer
Perceptual video quality assessment plays a vital role in the field of video processing due to
the existence of quality degradations introduced in various stages of video signal …

Screen content quality assessment: Overview, benchmark, and beyond

X Min, K Gu, G Zhai, X Yang, W Zhang… - ACM Computing …, 2021 - dl.acm.org
Screen content, which is often computer-generated, has many characteristics distinctly
different from conventional camera-captured natural scene content. Such characteristic …

A deep learning based no-reference quality assessment model for ugc videos

W Sun, X Min, W Lu, G Zhai - Proceedings of the 30th ACM International …, 2022 - dl.acm.org
Quality assessment for User Generated Content (UGC) videos plays an important role in
ensuring the viewing experience of end-users. Previous UGC video quality assessment …

Topiq: A top-down approach from semantics to distortions for image quality assessment

C Chen, J Mo, J Hou, H Wu, L Liao… - … on Image Processing, 2024 - ieeexplore.ieee.org
Image Quality Assessment (IQA) is a fundamental task in computer vision that has witnessed
remarkable progress with deep neural networks. Inspired by the characteristics of the human …

Attention-guided neural networks for full-reference and no-reference audio-visual quality assessment

Y Cao, X Min, W Sun, G Zhai - IEEE Transactions on Image …, 2023 - ieeexplore.ieee.org
With the popularity of mobile Internet, audio and video (A/V) have become the main way for
people to entertain and socialize daily. However, in order to reduce the cost of media …

Exploring rich subjective quality information for image quality assessment in the wild

X Min, Y Gao, Y Cao, G Zhai, W Zhang, H Sun… - arxiv preprint arxiv …, 2024 - arxiv.org
Traditional in the wild image quality assessment (IQA) models are generally trained with the
quality labels of mean opinion score (MOS), while missing the rich subjective quality …

Point cloud quality assessment: Dataset construction and learning-based no-reference metric

Y Liu, Q Yang, Y Xu, L Yang - ACM Transactions on Multimedia …, 2023 - dl.acm.org
Full-reference (FR) point cloud quality assessment (PCQA) has achieved impressive
progress in recent years. However, in many cases, obtaining the reference point clouds is …

Cross-modal background suppression for audio-visual event localization

Y **a, Z Zhao - Proceedings of the IEEE/CVF conference on …, 2022 - openaccess.thecvf.com
Audiovisual Event (AVE) localization requires the model to jointly localize an event by
observing audio and visual information. However, in unconstrained videos, both information …

Perceptual quality assessment of low-light image enhancement

G Zhai, W Sun, X Min, J Zhou - ACM Transactions on Multimedia …, 2021 - dl.acm.org
Low-light image enhancement algorithms (LIEA) can light up images captured in dark or
back-lighting conditions. However, LIEA may introduce various distortions such as structure …

[HTML][HTML] Human-centered neural reasoning for subjective content processing: Hate speech, emotions, and humor

P Kazienko, J Bielaniewicz, M Gruza, K Kanclerz… - Information …, 2023 - Elsevier
Some tasks in content processing, eg, natural language processing (NLP), like hate or
offensive speech and emotional or funny text detection, are subjective by nature. Each …