ML Research Wiki / Benchmarks / Video Quality Assessment / YouTube-UGC

YouTube-UGC

Video Quality Assessment Benchmark

Performance Over Time

📊 Showing 17 results | 📏 Metric: PLCC

Top Performing Models

Rank Model Paper PLCC Date Code
1 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
2 ReLaX-VQA (finetuned on YouTube-UGC) 📚 ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment 0.87 2024-07-16 📦 xinyiw915/relax-vqa
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 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
5 SimpleVQA A Deep Learning based No-reference Quality Assessment Model for UGC Videos 0.86 2022-04-29 📦 sunwei925/SimpleVQA
6 FAST-VQA (finetuned on YouTube-UGC) 📚 FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling 0.85 2022-07-06 📦 VQAssessment/FAST-VQA-and-FasterVQA 📦 QualityAssessment/FAST-VQA-and-FasterVQA 📦 timothyhtimothy/fast-vqa-and-fastervqa 📦 timothyhtimothy/fast-vqa
7 HVS-5M HVS Revisited: A Comprehensive Video Quality Assessment Framework 0.85 2022-10-09 -
8 ReLaX-VQA (trained on LSVQ only) 📚 ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment 0.84 2024-07-16 📦 xinyiw915/relax-vqa
9 CONVIQT 📚 CONVIQT: Contrastive Video Quality Estimator 0.82 2022-06-29 📦 pavancm/conviqt
10 ReLaX-VQA ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment 0.82 2024-07-16 📦 xinyiw915/relax-vqa

All Papers (17)