Video Quality Assessment on MSU SR-QA Dataset

Metric: SROCC (higher is better)

LeaderboardDataset

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Results

#	Model↕	SROCC▼	Extra Data	Paper	Date↕	Code
1	PieAPP	0.75215	No	PieAPP: Perceptual Image-Error Assessment throug...	2018-06-06	Code
2	Q-Align (IQA)	0.75088	No	Q-Align: Teaching LMMs for Visual Scoring via Di...	2023-12-28	Code
3	Q-Align (VQA)	0.71812	No	Q-Align: Teaching LMMs for Visual Scoring via Di...	2023-12-28	Code
4	PaQ-2-PiQ	0.71167	No	From Patches to Pictures (PaQ-2-PiQ): Mapping th...	2019-12-20	Code
5	DBCNN	0.68621	No	Blind Image Quality Assessment Using A Deep Bili...	2019-07-05	Code
6	MUSIQ trained on PaQ-2-PiQ	0.67746	No	MUSIQ: Multi-scale Image Quality Transformer	2021-08-12	Code
7	Ma-Metric	0.67362	No	Learning a No-Reference Quality Metric for Singl...	2016-12-18	Code
8	MANIQA	0.66613	No	MANIQA: Multi-dimension Attention Network for No...	2022-04-19	Code
9	ClipIQA+ ResNet50	0.65713	No	Exploring CLIP for Assessing the Look and Feel o...	2022-07-25	Code
10	MUSIQ trained on SPAQ	0.64927	No	MUSIQ: Multi-scale Image Quality Transformer	2021-08-12	Code
11	TOPIQ trained on SPAQ (NR)	0.64923	No	TOPIQ: A Top-down Approach from Semantics to Dis...	2023-08-06	Code
12	MUSIQ trained on KONIQ	0.64589	No	MUSIQ: Multi-scale Image Quality Transformer	2021-08-12	Code
13	Linearity (Norm-in-Norm Loss)	0.64382	No	Norm-in-Norm Loss with Faster Convergence and Be...	2020-08-10	Code
14	TOPIQ	0.62715	No	TOPIQ: A Top-down Approach from Semantics to Dis...	2023-08-06	Code
15	TReS trained on KONIQ	0.62578	No	No-Reference Image Quality Assessment via Transf...	2021-08-16	Code
16	TReS	0.62496	No	No-Reference Image Quality Assessment via Transf...	2021-08-16	Code
17	ClipIQA	0.60808	No	Exploring CLIP for Assessing the Look and Feel o...	2022-07-25	Code
18	AHIQ	0.60468	No	-	-	-
19	MDTVSFA	0.60193	No	Unified Quality Assessment of In-the-Wild Videos...	2020-11-09	Code
20	HyperIQA	0.59883	No	-	-	Code
21	TOPIQ FACE	0.59564	No	TOPIQ: A Top-down Approach from Semantics to Dis...	2023-08-06	Code
22	ERQA	0.59345	No	ERQA: Edge-Restoration Quality Assessment for Vi...	2021-10-19	Code
23	TOPIQ	0.57341	No	TOPIQ: A Top-down Approach from Semantics to Dis...	2023-08-06	Code
24	ST-LPIPS (VGG)	0.57336	No	Shift-tolerant Perceptual Similarity Metric	2022-07-27	Code
25	ClipIQA+	0.56875	No	Exploring CLIP for Assessing the Look and Feel o...	2022-07-25	Code
26	MUSIQ trained on AVA	0.56152	No	MUSIQ: Multi-scale Image Quality Transformer	2021-08-12	Code
27	TOPIQ trained on PIPAL	0.55568	No	TOPIQ: A Top-down Approach from Semantics to Dis...	2023-08-06	Code
28	LPIPS (Alex)	0.54461	No	The Unreasonable Effectiveness of Deep Features ...	2018-01-11	Code
29	VSFA	0.53652	No	Quality Assessment of In-the-Wild Videos	2019-08-01	Code
30	ST-LPIPS (Alex)	0.53473	No	Shift-tolerant Perceptual Similarity Metric	2022-07-27	Code
31	DISTS	0.53346	No	Image Quality Assessment: Unifying Structure and...	2020-04-16	Code
32	LPIPS (VGG)	0.52868	No	The Unreasonable Effectiveness of Deep Features ...	2018-01-11	Code
33	PI	0.52319	No	The 2018 PIRM Challenge on Perceptual Image Supe...	2018-09-20	Code
34	A-DISTS	0.51717	No	Locally Adaptive Structure and Texture Similarit...	2021-10-16	-
35	TOPIQ (IAA)	0.51687	No	TOPIQ: A Top-down Approach from Semantics to Dis...	2023-08-06	Code
36	Q-Align (IAA)	0.51521	No	Q-Align: Teaching LMMs for Visual Scoring via Di...	2023-12-28	Code
37	ClipIQA+ ViT-L-14	0.49881	No	Exploring CLIP for Assessing the Look and Feel o...	2022-07-25	Code
38	TReS trained on FLIVE	0.48882	No	No-Reference Image Quality Assessment via Transf...	2021-08-16	Code
39	IL-NIQE	0.44064	No	-	-	-
40	VMAF Legacy	0.43296	No	-	-	-
41	VMAF	0.43219	No	-	-	-
42	TOPIQ + Res50 (IAA)	0.36204	No	TOPIQ: A Top-down Approach from Semantics to Dis...	2023-08-06	Code
43	FSIM	0.34996	No	-	-	-
44	VIF	0.34862	No	-	-	-
45	TOPIQ trained on FLIVE	0.34092	No	TOPIQ: A Top-down Approach from Semantics to Dis...	2023-08-06	Code
46	VILA	0.33728	No	VILA: Learning Image Aesthetics from User Commen...	2023-03-24	Code
47	NIQE	0.33167	No	-	-	-
48	BRISQUE	0.32327	No	-	-	Code
49	NIMA	0.25887	No	NIMA: Neural Image Assessment	2017-09-15	Code
50	MS-SSIM Fast	0.24422	No	-	-	Code
51	MS-SSIM Precise	0.23108	No	-	-	Code
52	SSIM	0.22468	No	-	-	-
53	MS-SSIM Superfast	0.21604	No	-	-	Code
54	3SSIM	0.2145	No	-	-	-
55	MSAD	0.17889	No	-	-	-
56	MSE	0.16441	No	-	-	-
57	PSNR over YUV	0.14277	No	-	-	-
58	PSNR over Y	0.12914	No	-	-	-
59	MS-SSIM	0.11017	No	-	-	Code
60	BI PSNR	0.10733	No	-	-	-