Video Quality Assessment on LIVE-FB LSVQ

Metric: PLCC (higher is better)

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#	Model↕	PLCC▼	Extra Data	Paper	Date↕	Code
1	OneAlign + FAST-VQA	0.9	No	Q-Align: Teaching LMMs for Visual Scoring via Di...	2023-12-28	Code
2	DOVER	0.889	No	Exploring Video Quality Assessment on User Gener...	2022-11-09	Code
3	OneAlign	0.886	No	Q-Align: Teaching LMMs for Visual Scoring via Di...	2023-12-28	Code
4	FAST-VQA	0.877	No	FAST-VQA: Efficient End-to-end Video Quality Ass...	2022-07-06	Code
5	FasterVQA	0.874	No	Neighbourhood Representative Sampling for Effici...	2022-10-11	Code
6	HVS-5M	0.8723	No	HVS Revisited: A Comprehensive Video Quality Ass...	2022-10-09	-
7	SimpleVQA	0.861	No	A Deep Learning based No-reference Quality Asses...	2022-04-29	Code
8	BVQA-2022	0.854	Yes	Blindly Assess Quality of In-the-Wild Videos via...	2021-08-19	Code
9	DisCoVQA	0.85	No	DisCoVQA: Temporal Distortion-Content Transforme...	2022-06-20	Code
10	PVQ	0.827	Yes	Patch-VQ: 'Patching Up' the Video Quality Problem	2020-11-27	Code
11	CONTRIQUE	0.826	Yes	Image Quality Assessment using Contrastive Learn...	2021-10-25	Code
12	CONVIQT	0.82	Yes	CONVIQT: Contrastive Video Quality Estimator	2022-06-29	Code
13	VIDEVAL	0.783	No	UGC-VQA: Benchmarking Blind Video Quality Assess...	2020-05-29	Code

#1OneAlign + FAST-VQASOTA
0.9
PLCC· 2023-12-28
Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels Code
#2DOVERSOTA
0.889
PLCC· 2022-11-09
Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives Code
#3OneAlign
0.886
PLCC· 2023-12-28
Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels Code
#4FAST-VQASOTA
0.877
PLCC· 2022-07-06
FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling Code
#5FasterVQA
0.874
PLCC· 2022-10-11
Neighbourhood Representative Sampling for Efficient End-to-end Video Quality Assessment Code
#6HVS-5M
0.8723
PLCC· 2022-10-09
HVS Revisited: A Comprehensive Video Quality Assessment Framework
#7SimpleVQASOTA
0.861
PLCC· 2022-04-29
A Deep Learning based No-reference Quality Assessment Model for UGC Videos Code
#8BVQA-2022SOTA
0.854
PLCC· Extra Data· 2021-08-19
Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion Perception Code
#9DisCoVQA
0.85
PLCC· 2022-06-20
DisCoVQA: Temporal Distortion-Content Transformers for Video Quality Assessment Code
#10PVQSOTA
0.827
PLCC· Extra Data· 2020-11-27
Patch-VQ: 'Patching Up' the Video Quality Problem Code
#11CONTRIQUE
0.826
PLCC· Extra Data· 2021-10-25
Image Quality Assessment using Contrastive Learning Code
#12CONVIQT
0.82
PLCC· Extra Data· 2022-06-29
CONVIQT: Contrastive Video Quality Estimator Code
#13VIDEVALSOTA
0.783
PLCC· 2020-05-29
UGC-VQA: Benchmarking Blind Video Quality Assessment for User Generated Content Code