ML Research Wiki / Benchmarks / Video Quality Assessment / LIVE-VQC

LIVE-VQC

Video Quality Assessment Benchmark

Performance Over Time

📊 Showing 19 results | 📏 Metric: PLCC

Top Performing Models

Rank Model Paper PLCC Date Code
1 ReLaX-VQA (finetuned on LIVE-VQC) 📚 ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment 0.89 2024-07-16 📦 xinyiw915/relax-vqa
2 DOVER (end-to-end) Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives 0.87 2022-11-09 📦 vqassessment/dover 📦 QualityAssessment/DOVER 📦 VQAssessment/FAST-VQA-and-FasterVQA
3 DOVER (head-only) Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives 0.86 2022-11-09 📦 vqassessment/dover 📦 QualityAssessment/DOVER 📦 VQAssessment/FAST-VQA-and-FasterVQA
4 FAST-VQA (finetuned on LIVE-VQC) 📚 FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling 0.86 2022-07-06 📦 VQAssessment/FAST-VQA-and-FasterVQA 📦 QualityAssessment/FAST-VQA-and-FasterVQA 📦 timothyhtimothy/fast-vqa-and-fastervqa 📦 timothyhtimothy/fast-vqa
5 FasterVQA (fine-tuned) 📚 Neighbourhood Representative Sampling for Efficient End-to-end Video Quality Assessment 0.86 2022-10-11 📦 timothyhtimothy/fast-vqa 📦 VQAssessment/FAST-VQA-and-FasterVQA 📦 timothyhtimothy/fast-vqa-and-fastervqa 📦 QualityAssessment/FAST-VQA-and-FasterVQA
6 FAST-VQA (trained on LSVQ only) 📚 FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling 0.84 2022-07-06 📦 VQAssessment/FAST-VQA-and-FasterVQA 📦 QualityAssessment/FAST-VQA-and-FasterVQA 📦 timothyhtimothy/fast-vqa-and-fastervqa 📦 timothyhtimothy/fast-vqa
7 DisCoVQA DisCoVQA: Temporal Distortion-Content Transformers for Video Quality Assessment 0.84 2022-06-20 📦 QualityAssessment/DisCoVQA
8 HVS-5M HVS Revisited: A Comprehensive Video Quality Assessment Framework 0.84 2022-10-09 -
9 BVQA-2022 📚 Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion Perception 0.84 2021-08-19 📦 zwx8981/tcsvt-2022-bvqa 📦 zwx8981/BVQA-2021
10 2BiVQA 📚 2BiVQA: Double Bi-LSTM based Video Quality Assessment of UGC Videos 0.83 2022-08-31 📦 atelili/2bivqa

All Papers (19)