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SotA/Time Series/Video Quality Assessment/LIVE-VQC

Video Quality Assessment on LIVE-VQC

Metric: PLCC (higher is better)

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#Model↕PLCC▼Extra DataPaperDate↕Code
1ReLaX-VQA (finetuned on LIVE-VQC)0.8876YesReLaX-VQA: Residual Fragment and Layer Stack Ext...2024-07-16Code
2DOVER (end-to-end)0.874NoExploring Video Quality Assessment on User Gener...2022-11-09Code
3DOVER (head-only)0.863NoExploring Video Quality Assessment on User Gener...2022-11-09Code
4FAST-VQA (finetuned on LIVE-VQC)0.862YesFAST-VQA: Efficient End-to-end Video Quality Ass...2022-07-06Code
5FasterVQA (fine-tuned)0.858YesNeighbourhood Representative Sampling for Effici...2022-10-11Code
6FAST-VQA (trained on LSVQ only)0.844YesFAST-VQA: Efficient End-to-end Video Quality Ass...2022-07-06Code
7DisCoVQA0.844NoDisCoVQA: Temporal Distortion-Content Transforme...2022-06-20Code
8HVS-5M0.8422NoHVS Revisited: A Comprehensive Video Quality Ass...2022-10-09-
9BVQA-20220.839YesBlindly Assess Quality of In-the-Wild Videos via...2021-08-19Code
102BiVQA0.832Yes2BiVQA: Double Bi-LSTM based Video Quality Asses...2022-08-31Code
11ReLaX-VQA (trained on LSVQ only)0.8242YesReLaX-VQA: Residual Fragment and Layer Stack Ext...2024-07-16Code
12CONTRIQUE0.822YesImage Quality Assessment using Contrastive Learn...2021-10-25Code
13CONVIQT0.817YesCONVIQT: Contrastive Video Quality Estimator2022-06-29Code
14ReLaX-VQA0.8079NoReLaX-VQA: Residual Fragment and Layer Stack Ext...2024-07-16Code
15TLVQM0.8025No--Code
16PVQ0.791YesPatch-VQ: 'Patching Up' the Video Quality Problem2020-11-27Code
17RAPIQUE0.7863NoRAPIQUE: Rapid and Accurate Video Quality Predic...2021-01-26Code
18VIDEVAL0.7514NoUGC-VQA: Benchmarking Blind Video Quality Assess...2020-05-29Code
19VSFA0.7426NoQuality Assessment of In-the-Wild Videos2019-08-01Code
20ChipQA0.7299NoChipQA: No-Reference Video Quality Prediction vi...2021-09-17Code