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Video Quality Assessment On Live Vqc

Metrics

PLCC

Results

Performance results of various models on this benchmark

Paper Title
ReLaX-VQA (finetuned on LIVE-VQC)0.8876ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment
DOVER (end-to-end)0.874Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives
DOVER (head-only)0.863Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives
FAST-VQA (finetuned on LIVE-VQC)0.862FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling
FasterVQA (fine-tuned)0.858Neighbourhood Representative Sampling for Efficient End-to-end Video Quality Assessment
DisCoVQA0.844DisCoVQA: Temporal Distortion-Content Transformers for Video Quality Assessment
FAST-VQA (trained on LSVQ only)0.844FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling
HVS-5M0.8422HVS Revisited: A Comprehensive Video Quality Assessment Framework
BVQA-20220.839Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion Perception
2BiVQA0.8322BiVQA: Double Bi-LSTM based Video Quality Assessment of UGC Videos
ReLaX-VQA (trained on LSVQ only)0.8242ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment
CONTRIQUE0.822Image Quality Assessment using Contrastive Learning
CONVIQT0.817CONVIQT: Contrastive Video Quality Estimator
ReLaX-VQA0.8079ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment
TLVQM0.8025Two-Level Approach for No-Reference Consumer Video Quality Assessment
PVQ0.791Patch-VQ: 'Patching Up' the Video Quality Problem
RAPIQUE0.7863RAPIQUE: Rapid and Accurate Video Quality Prediction of User Generated Content
VIDEVAL0.7514UGC-VQA: Benchmarking Blind Video Quality Assessment for User Generated Content
VSFA0.7426Quality Assessment of In-the-Wild Videos
ChipQA0.7299ChipQA: No-Reference Video Quality Prediction via Space-Time Chips
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