OpenCodePapers

video-quality-assessment-on-live-vqc

VideoVideo UnderstandingVideo Quality Assessment
Dataset Link
Results over time
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Leaderboard
PaperCodePLCCModelNameReleaseDate
ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment✓ Link0.8876ReLaX-VQA (finetuned on LIVE-VQC)2024-07-16
Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives✓ Link0.874DOVER (end-to-end)2022-11-09
Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives✓ Link0.863DOVER (head-only)2022-11-09
FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling✓ Link0.862FAST-VQA (finetuned on LIVE-VQC)2022-07-06
Neighbourhood Representative Sampling for Efficient End-to-end Video Quality Assessment✓ Link0.858FasterVQA (fine-tuned)2022-10-11
FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling✓ Link0.844FAST-VQA (trained on LSVQ only)2022-07-06
DisCoVQA: Temporal Distortion-Content Transformers for Video Quality Assessment✓ Link0.844DisCoVQA2022-06-20
HVS Revisited: A Comprehensive Video Quality Assessment Framework0.8422HVS-5M2022-10-09
Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion Perception✓ Link0.839BVQA-20222021-08-19
2BiVQA: Double Bi-LSTM based Video Quality Assessment of UGC Videos✓ Link0.8322BiVQA2022-08-31
ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment✓ Link0.8242ReLaX-VQA (trained on LSVQ only)2024-07-16
Image Quality Assessment using Contrastive Learning✓ Link0.822CONTRIQUE2021-10-25
CONVIQT: Contrastive Video Quality Estimator✓ Link0.817CONVIQT2022-06-29
ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment✓ Link0.8079ReLaX-VQA2024-07-16
Two-Level Approach for No-Reference Consumer Video Quality Assessment✓ Link0.8025TLVQM2019-06-20
Patch-VQ: 'Patching Up' the Video Quality Problem✓ Link0.791PVQ2020-11-27
RAPIQUE: Rapid and Accurate Video Quality Prediction of User Generated Content✓ Link0.7863RAPIQUE2021-01-26
UGC-VQA: Benchmarking Blind Video Quality Assessment for User Generated Content✓ Link0.7514VIDEVAL2020-05-29
Quality Assessment of In-the-Wild Videos✓ Link0.7426VSFA2019-08-01
ChipQA: No-Reference Video Quality Prediction via Space-Time Chips✓ Link0.7299ChipQA2021-09-17