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