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 …

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 …

Quality assessment of in-the-wild videos

D Li, T Jiang, M Jiang - Proceedings of the 27th ACM international …, 2019 - dl.acm.org
Quality assessment of in-the-wild videos is a challenging problem because of the absence
of reference videos and shooting distortions. Knowledge of the human visual system can …

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 …

Two-level approach for no-reference consumer video quality assessment

J Korhonen - IEEE Transactions on Image Processing, 2019 - ieeexplore.ieee.org
Smartphones and other consumer devices capable of capturing video content and sharing it
on social media in nearly real time are widely available at a reasonable cost. Thus, there is a …

Massive online crowdsourced study of subjective and objective picture quality

D Ghadiyaram, AC Bovik - IEEE Transactions on Image …, 2015 - ieeexplore.ieee.org
Most publicly available image quality databases have been created under highly controlled
conditions by introducing graded simulated distortions onto high-quality photographs …

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 …

Unified quality assessment of in-the-wild videos with mixed datasets training

D Li, T Jiang, M Jiang - International Journal of Computer Vision, 2021 - Springer
Video quality assessment (VQA) is an important problem in computer vision. The videos in
computer vision applications are usually captured in the wild. We focus on automatically …