Video Quality Assessment on LIVE-VQC

Metric: PLCC (higher is better)

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#	Model↕	PLCC▼	Extra Data	Paper	Date↕	Code
1	ReLaX-VQA (finetuned on LIVE-VQC)	0.8876	Yes	ReLaX-VQA: Residual Fragment and Layer Stack Ext...	2024-07-16	Code
2	DOVER (end-to-end)	0.874	No	Exploring Video Quality Assessment on User Gener...	2022-11-09	Code
3	DOVER (head-only)	0.863	No	Exploring Video Quality Assessment on User Gener...	2022-11-09	Code
4	FAST-VQA (finetuned on LIVE-VQC)	0.862	Yes	FAST-VQA: Efficient End-to-end Video Quality Ass...	2022-07-06	Code
5	FasterVQA (fine-tuned)	0.858	Yes	Neighbourhood Representative Sampling for Effici...	2022-10-11	Code
6	FAST-VQA (trained on LSVQ only)	0.844	Yes	FAST-VQA: Efficient End-to-end Video Quality Ass...	2022-07-06	Code
7	DisCoVQA	0.844	No	DisCoVQA: Temporal Distortion-Content Transforme...	2022-06-20	Code
8	HVS-5M	0.8422	No	HVS Revisited: A Comprehensive Video Quality Ass...	2022-10-09	-
9	BVQA-2022	0.839	Yes	Blindly Assess Quality of In-the-Wild Videos via...	2021-08-19	Code
10	2BiVQA	0.832	Yes	2BiVQA: Double Bi-LSTM based Video Quality Asses...	2022-08-31	Code
11	ReLaX-VQA (trained on LSVQ only)	0.8242	Yes	ReLaX-VQA: Residual Fragment and Layer Stack Ext...	2024-07-16	Code
12	CONTRIQUE	0.822	Yes	Image Quality Assessment using Contrastive Learn...	2021-10-25	Code
13	CONVIQT	0.817	Yes	CONVIQT: Contrastive Video Quality Estimator	2022-06-29	Code
14	ReLaX-VQA	0.8079	No	ReLaX-VQA: Residual Fragment and Layer Stack Ext...	2024-07-16	Code
15	TLVQM	0.8025	No	-	-	Code
16	PVQ	0.791	Yes	Patch-VQ: 'Patching Up' the Video Quality Problem	2020-11-27	Code
17	RAPIQUE	0.7863	No	RAPIQUE: Rapid and Accurate Video Quality Predic...	2021-01-26	Code
18	VIDEVAL	0.7514	No	UGC-VQA: Benchmarking Blind Video Quality Assess...	2020-05-29	Code
19	VSFA	0.7426	No	Quality Assessment of In-the-Wild Videos	2019-08-01	Code
20	ChipQA	0.7299	No	ChipQA: No-Reference Video Quality Prediction vi...	2021-09-17	Code

#1ReLaX-VQA (finetuned on LIVE-VQC)SOTA
0.8876
PLCC· Extra Data· 2024-07-16
ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment Code
#2DOVER (end-to-end)SOTA
0.874
PLCC· 2022-11-09
Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives Code
#3DOVER (head-only)
0.863
PLCC· 2022-11-09
Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives Code
#4FAST-VQA (finetuned on LIVE-VQC)SOTA
0.862
PLCC· Extra Data· 2022-07-06
FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling Code
#5FasterVQA (fine-tuned)
0.858
PLCC· Extra Data· 2022-10-11
Neighbourhood Representative Sampling for Efficient End-to-end Video Quality Assessment Code
#6FAST-VQA (trained on LSVQ only)
0.844
PLCC· Extra Data· 2022-07-06
FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling Code
#7DisCoVQASOTA
0.844
PLCC· 2022-06-20
DisCoVQA: Temporal Distortion-Content Transformers for Video Quality Assessment Code
#8HVS-5M
0.8422
PLCC· 2022-10-09
HVS Revisited: A Comprehensive Video Quality Assessment Framework
#9BVQA-2022SOTA
0.839
PLCC· Extra Data· 2021-08-19
Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion Perception Code
#102BiVQA
0.832
PLCC· Extra Data· 2022-08-31
2BiVQA: Double Bi-LSTM based Video Quality Assessment of UGC Videos Code
#11ReLaX-VQA (trained on LSVQ only)
0.8242
PLCC· Extra Data· 2024-07-16
ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment Code
#12CONTRIQUE
0.822
PLCC· Extra Data· 2021-10-25
Image Quality Assessment using Contrastive Learning Code
#13CONVIQT
0.817
PLCC· Extra Data· 2022-06-29
CONVIQT: Contrastive Video Quality Estimator Code
#14ReLaX-VQA
0.8079
PLCC· 2024-07-16
ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment Code
#15TLVQM
0.8025
PLCC
No paperCode
#16PVQSOTA
0.791
PLCC· Extra Data· 2020-11-27
Patch-VQ: 'Patching Up' the Video Quality Problem Code
#17RAPIQUE
0.7863
PLCC· 2021-01-26
RAPIQUE: Rapid and Accurate Video Quality Prediction of User Generated Content Code
#18VIDEVALSOTA
0.7514
PLCC· 2020-05-29
UGC-VQA: Benchmarking Blind Video Quality Assessment for User Generated Content Code
#19VSFASOTA
0.7426
PLCC· 2019-08-01
Quality Assessment of In-the-Wild Videos Code
#20ChipQA
0.7299
PLCC· 2021-09-17
ChipQA: No-Reference Video Quality Prediction via Space-Time Chips Code