Video Quality Assessment on YouTube-UGC

Metric: PLCC (higher is better)

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#	Model↕	PLCC▼	Extra Data	Paper	Date↕	Code
1	DOVER (end-to-end)	0.874	No	Exploring Video Quality Assessment on User Gener...	2022-11-09	Code
2	ReLaX-VQA (finetuned on YouTube-UGC)	0.8652	Yes	ReLaX-VQA: Residual Fragment and Layer Stack Ext...	2024-07-16	Code
3	DOVER (head-only)	0.862	No	Exploring Video Quality Assessment on User Gener...	2022-11-09	Code
4	FasterVQA (fine-tuned)	0.859	Yes	Neighbourhood Representative Sampling for Effici...	2022-10-11	Code
5	SimpleVQA	0.856	No	A Deep Learning based No-reference Quality Asses...	2022-04-29	Code
6	FAST-VQA (finetuned on YouTube-UGC)	0.852	Yes	FAST-VQA: Efficient End-to-end Video Quality Ass...	2022-07-06	Code
7	HVS-5M	0.8451	No	HVS Revisited: A Comprehensive Video Quality Ass...	2022-10-09	-
8	ReLaX-VQA (trained on LSVQ only)	0.8354	Yes	ReLaX-VQA: Residual Fragment and Layer Stack Ext...	2024-07-16	Code
9	CONVIQT	0.822	Yes	CONVIQT: Contrastive Video Quality Estimator	2022-06-29	Code
10	ReLaX-VQA	0.8204	No	ReLaX-VQA: Residual Fragment and Layer Stack Ext...	2024-07-16	Code
11	BVQA-2022	0.8178	Yes	Blindly Assess Quality of In-the-Wild Videos via...	2021-08-19	Code
12	CONTRIQUE	0.813	Yes	Image Quality Assessment using Contrastive Learn...	2021-10-25	Code
13	2BiVQA	0.794	Yes	2BiVQA: Double Bi-LSTM based Video Quality Asses...	2022-08-31	Code
14	VIDEVAL	0.7733	No	UGC-VQA: Benchmarking Blind Video Quality Assess...	2020-05-29	Code
15	RAPIQUE	0.7684	No	RAPIQUE: Rapid and Accurate Video Quality Predic...	2021-01-26	Code
16	FAST-VQA (trained on LSVQ only)	0.748	Yes	FAST-VQA: Efficient End-to-end Video Quality Ass...	2022-07-06	Code
17	ChipQA	0.6911	No	ChipQA: No-Reference Video Quality Prediction vi...	2021-09-17	Code

#1DOVER (end-to-end)SOTA
0.874
PLCC· 2022-11-09
Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives Code
#2ReLaX-VQA (finetuned on YouTube-UGC)
0.8652
PLCC· Extra Data· 2024-07-16
ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment Code
#3DOVER (head-only)
0.862
PLCC· 2022-11-09
Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives Code
#4FasterVQA (fine-tuned)SOTA
0.859
PLCC· Extra Data· 2022-10-11
Neighbourhood Representative Sampling for Efficient End-to-end Video Quality Assessment Code
#5SimpleVQASOTA
0.856
PLCC· 2022-04-29
A Deep Learning based No-reference Quality Assessment Model for UGC Videos Code
#6FAST-VQA (finetuned on YouTube-UGC)
0.852
PLCC· Extra Data· 2022-07-06
FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling Code
#7HVS-5M
0.8451
PLCC· 2022-10-09
HVS Revisited: A Comprehensive Video Quality Assessment Framework
#8ReLaX-VQA (trained on LSVQ only)
0.8354
PLCC· Extra Data· 2024-07-16
ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment Code
#9CONVIQT
0.822
PLCC· Extra Data· 2022-06-29
CONVIQT: Contrastive Video Quality Estimator Code
#10ReLaX-VQA
0.8204
PLCC· 2024-07-16
ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment Code
#11BVQA-2022SOTA
0.8178
PLCC· Extra Data· 2021-08-19
Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion Perception Code
#12CONTRIQUE
0.813
PLCC· Extra Data· 2021-10-25
Image Quality Assessment using Contrastive Learning Code
#132BiVQA
0.794
PLCC· Extra Data· 2022-08-31
2BiVQA: Double Bi-LSTM based Video Quality Assessment of UGC Videos Code
#14VIDEVALSOTA
0.7733
PLCC· 2020-05-29
UGC-VQA: Benchmarking Blind Video Quality Assessment for User Generated Content Code
#15RAPIQUE
0.7684
PLCC· 2021-01-26
RAPIQUE: Rapid and Accurate Video Quality Prediction of User Generated Content Code
#16FAST-VQA (trained on LSVQ only)
0.748
PLCC· Extra Data· 2022-07-06
FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling Code
#17ChipQA
0.6911
PLCC· 2021-09-17
ChipQA: No-Reference Video Quality Prediction via Space-Time Chips Code