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 …

Fast-vqa: Efficient end-to-end video quality assessment with fragment sampling

H Wu, C Chen, J Hou, L Liao, A Wang, W Sun… - European conference on …, 2022 - Springer
Current deep video quality assessment (VQA) methods are usually with high computational
costs when evaluating high-resolution videos. This cost hinders them from learning better …

AIS 2024 challenge on video quality assessment of user-generated content: Methods and results

MV Conde, S Zadtootaghaj, N Barman… - Proceedings of the …, 2024 - openaccess.thecvf.com
This paper reviews the AIS 2024 Video Quality Assessment (VQA) Challenge focused on
User-Generated Content (UGC). The aim of this challenge is to gather deep learning-based …

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 …

Exploring video quality assessment on user generated contents from aesthetic and technical perspectives

H Wu, E Zhang, L Liao, C Chen, J Hou… - Proceedings of the …, 2023 - openaccess.thecvf.com
The rapid increase in user-generated-content (UGC) videos calls for the development of
effective video quality assessment (VQA) algorithms. However, the objective of the UGC …

UGC-VQA: Benchmarking blind video quality assessment for user generated content

Z Tu, Y Wang, N Birkbeck, B Adsumilli… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Recent years have witnessed an explosion of user-generated content (UGC) videos shared
and streamed over the Internet, thanks to the evolution of affordable and reliable consumer …

Patch-vq:'patching up'the video quality problem

Z Ying, M Mandal, D Ghadiyaram… - Proceedings of the …, 2021 - openaccess.thecvf.com
No-reference (NR) perceptual video quality assessment (VQA) is a complex, unsolved, and
important problem for social and streaming media applications. Efficient and accurate video …

RAPIQUE: Rapid and accurate video quality prediction of user generated content

Z Tu, X Yu, Y Wang, N Birkbeck… - IEEE Open Journal …, 2021 - ieeexplore.ieee.org
Blind or no-reference video quality assessment of user-generated content (UGC) has
become a trending, challenging, heretofore unsolved problem. Accurate and efficient video …

MD-VQA: Multi-dimensional quality assessment for UGC live videos

Z Zhang, W Wu, W Sun, D Tu, W Lu… - Proceedings of the …, 2023 - openaccess.thecvf.com
User-generated content (UGC) live videos are often bothered by various distortions during
capture procedures and thus exhibit diverse visual qualities. Such source videos are further …

Blindly assess quality of in-the-wild videos via quality-aware pre-training and motion perception

B Li, W Zhang, M Tian, G Zhai… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Perceptual quality assessment of the videos acquired in the wilds is of vital importance for
quality assurance of video services. The inaccessibility of reference videos with pristine …