OpenCodePapers

video-quality-assessment-on-youtube-ugc

VideoVideo UnderstandingVideo Quality Assessment
Dataset Link
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
PaperCodePLCCModelNameReleaseDate
Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives✓ Link0.874DOVER (end-to-end)2022-11-09
ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment✓ Link0.8652ReLaX-VQA (finetuned on YouTube-UGC)2024-07-16
Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives✓ Link0.862DOVER (head-only)2022-11-09
Neighbourhood Representative Sampling for Efficient End-to-end Video Quality Assessment✓ Link0.859FasterVQA (fine-tuned)2022-10-11
A Deep Learning based No-reference Quality Assessment Model for UGC Videos✓ Link0.856SimpleVQA2022-04-29
FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling✓ Link0.852FAST-VQA (finetuned on YouTube-UGC)2022-07-06
HVS Revisited: A Comprehensive Video Quality Assessment Framework0.8451HVS-5M2022-10-09
ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment✓ Link0.8354ReLaX-VQA (trained on LSVQ only)2024-07-16
CONVIQT: Contrastive Video Quality Estimator✓ Link0.822CONVIQT2022-06-29
ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment✓ Link0.8204ReLaX-VQA2024-07-16
Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion Perception✓ Link0.8178BVQA-20222021-08-19
Image Quality Assessment using Contrastive Learning✓ Link0.813CONTRIQUE2021-10-25
2BiVQA: Double Bi-LSTM based Video Quality Assessment of UGC Videos✓ Link0.7942BiVQA2022-08-31
UGC-VQA: Benchmarking Blind Video Quality Assessment for User Generated Content✓ Link0.7733VIDEVAL2020-05-29
RAPIQUE: Rapid and Accurate Video Quality Prediction of User Generated Content✓ Link0.7684RAPIQUE2021-01-26
FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling✓ Link0.748FAST-VQA (trained on LSVQ only)2022-07-06
ChipQA: No-Reference Video Quality Prediction via Space-Time Chips✓ Link0.6911ChipQA2021-09-17