ML Research Wiki / Benchmarks / Video Quality Assessment / MSU NR VQA Database

MSU NR VQA Database

Video Quality Assessment Benchmark

Performance Over Time

📊 Showing 17 results | 📏 Metric: SRCC

Top Performing Models

Rank Model Paper SRCC Date Code
1 MDTVSFA Unified Quality Assessment of In-the-Wild Videos with Mixed Datasets Training 0.79 2020-11-09 📦 lidq92/MDTVSFA
2 DBCNN Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural Network 0.78 2019-07-05 📦 zwx8981/DBCNN-PyTorch
3 UNIQUE UNIQUE: Unsupervised Image Quality Estimation 0.76 2018-10-15 📦 olivesgatech/UNIQUE-Unsupervised-Image-Quality-Estimation 📦 olivesgatech/UNIQUE-Project-Repository
4 LI Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion Perception 0.76 2021-08-19 📦 zwx8981/tcsvt-2022-bvqa 📦 zwx8981/BVQA-2021
5 LINEARITY Norm-in-Norm Loss with Faster Convergence and Better Performance for Image Quality Assessment 0.76 2020-08-10 📦 lidq92/LinearityIQA
6 VSFA Quality Assessment of In-the-Wild Videos 0.75 2019-08-01 📦 lidq92/VSFA 📦 SpikeKing/VQA-v2
7 MUSIQ MUSIQ: Multi-scale Image Quality Transformer 0.74 2021-08-12 📦 google-research/google-research 📦 anse3832/MUSIQ
8 DOVER Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives 0.72 2022-11-09 📦 vqassessment/dover 📦 QualityAssessment/DOVER 📦 VQAssessment/FAST-VQA-and-FasterVQA
9 PaQ-2-PiQ From Patches to Pictures (PaQ-2-PiQ): Mapping the Perceptual Space of Picture Quality 0.71 2019-12-20 📦 baidut/PaQ-2-PiQ 📦 fastiqa/fastiqa
10 GVSP-UGCVQA-NR (single_scale) Deep Learning based Full-reference and No-reference Quality Assessment Models for Compressed UGC Videos 0.70 2021-06-02 📦 sunwei925/CompressedVQA

All Papers (17)