ML Research Wiki / Benchmarks / Video Quality Assessment / LIVE-FB LSVQ

LIVE-FB LSVQ

Video Quality Assessment Benchmark

Performance Over Time

📊 Showing 13 results | 📏 Metric: PLCC

Top Performing Models

Rank Model Paper PLCC Date Code
1 OneAlign + FAST-VQA Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels 0.90 2023-12-28 📦 q-future/q-align
2 DOVER Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives 0.89 2022-11-09 📦 vqassessment/dover 📦 QualityAssessment/DOVER 📦 VQAssessment/FAST-VQA-and-FasterVQA
3 OneAlign Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels 0.89 2023-12-28 📦 q-future/q-align
4 FAST-VQA FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling 0.88 2022-07-06 📦 VQAssessment/FAST-VQA-and-FasterVQA 📦 QualityAssessment/FAST-VQA-and-FasterVQA 📦 timothyhtimothy/fast-vqa-and-fastervqa 📦 timothyhtimothy/fast-vqa
5 FasterVQA Neighbourhood Representative Sampling for Efficient End-to-end Video Quality Assessment 0.87 2022-10-11 📦 timothyhtimothy/fast-vqa 📦 VQAssessment/FAST-VQA-and-FasterVQA 📦 timothyhtimothy/fast-vqa-and-fastervqa 📦 QualityAssessment/FAST-VQA-and-FasterVQA
6 HVS-5M HVS Revisited: A Comprehensive Video Quality Assessment Framework 0.87 2022-10-09 -
7 SimpleVQA A Deep Learning based No-reference Quality Assessment Model for UGC Videos 0.86 2022-04-29 📦 sunwei925/SimpleVQA
8 BVQA-2022 📚 Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion Perception 0.85 2021-08-19 📦 zwx8981/tcsvt-2022-bvqa 📦 zwx8981/BVQA-2021
9 DisCoVQA DisCoVQA: Temporal Distortion-Content Transformers for Video Quality Assessment 0.85 2022-06-20 📦 QualityAssessment/DisCoVQA
10 PVQ 📚 Patch-VQ: 'Patching Up' the Video Quality Problem 0.83 2020-11-27 📦 baidut/PatchVQ

All Papers (13)