Video Quality Assessment on MSU SR-QA Dataset

Metric: PLCC (higher is better)

LeaderboardDataset

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Results

#	Model↕	PLCC▼	Extra Data	Paper	Date↕	Code
1	PieAPP	0.75743	No	PieAPP: Perceptual Image-Error Assessment throug...	2018-06-06	Code
2	Q-Align (IQA)	0.74116	No	Q-Align: Teaching LMMs for Visual Scoring via Di...	2023-12-28	Code
3	ClipIQA+	0.71808	No	Exploring CLIP for Assessing the Look and Feel o...	2022-07-25	Code
4	Q-Align (VQA)	0.71121	No	Q-Align: Teaching LMMs for Visual Scoring via Di...	2023-12-28	Code
5	PaQ-2-PiQ	0.70988	No	From Patches to Pictures (PaQ-2-PiQ): Mapping th...	2019-12-20	Code
6	MUSIQ trained on PaQ-2-PiQ	0.66531	No	MUSIQ: Multi-scale Image Quality Transformer	2021-08-12	Code
7	Ma-Metric	0.65357	No	Learning a No-Reference Quality Metric for Singl...	2016-12-18	Code
8	ClipIQA+ ResNet50	0.65154	No	Exploring CLIP for Assessing the Look and Feel o...	2022-07-25	Code
9	DBCNN	0.63971	No	Blind Image Quality Assessment Using A Deep Bili...	2019-07-05	Code
10	MANIQA	0.62733	No	MANIQA: Multi-dimension Attention Network for No...	2022-04-19	Code
11	AHIQ	0.62311	No	-	-	-
12	Linearity (Norm-in-Norm Loss)	0.62204	No	Norm-in-Norm Loss with Faster Convergence and Be...	2020-08-10	Code
13	MDTVSFA	0.61821	No	Unified Quality Assessment of In-the-Wild Videos...	2020-11-09	Code
14	TOPIQ trained on SPAQ (NR)	0.60905	No	TOPIQ: A Top-down Approach from Semantics to Dis...	2023-08-06	Code
15	MUSIQ trained on SPAQ	0.60216	No	MUSIQ: Multi-scale Image Quality Transformer	2021-08-12	Code
16	ERQA	0.60188	No	ERQA: Edge-Restoration Quality Assessment for Vi...	2021-10-19	Code
17	MUSIQ trained on KONIQ	0.59151	No	MUSIQ: Multi-scale Image Quality Transformer	2021-08-12	Code
18	TOPIQ FACE	0.58949	No	TOPIQ: A Top-down Approach from Semantics to Dis...	2023-08-06	Code
19	ClipIQA	0.58944	No	Exploring CLIP for Assessing the Look and Feel o...	2022-07-25	Code
20	TOPIQ	0.57955	No	TOPIQ: A Top-down Approach from Semantics to Dis...	2023-08-06	Code
21	TOPIQ	0.57674	No	TOPIQ: A Top-down Approach from Semantics to Dis...	2023-08-06	Code
22	TOPIQ trained on PIPAL	0.57564	No	TOPIQ: A Top-down Approach from Semantics to Dis...	2023-08-06	Code
23	ST-LPIPS (VGG)	0.56431	No	Shift-tolerant Perceptual Similarity Metric	2022-07-27	Code
24	TReS	0.56277	No	No-Reference Image Quality Assessment via Transf...	2021-08-16	Code
25	TReS trained on KONIQ	0.56226	No	No-Reference Image Quality Assessment via Transf...	2021-08-16	Code
26	HyperIQA	0.55211	No	-	-	Code
27	DISTS	0.55042	No	Image Quality Assessment: Unifying Structure and...	2020-04-16	Code
28	ST-LPIPS (Alex)	0.5474	No	Shift-tolerant Perceptual Similarity Metric	2022-07-27	Code
29	VSFA	0.54407	No	Quality Assessment of In-the-Wild Videos	2019-08-01	Code
30	A-DISTS	0.53289	No	Locally Adaptive Structure and Texture Similarit...	2021-10-16	-
31	PI	0.53178	No	The 2018 PIRM Challenge on Perceptual Image Supe...	2018-09-20	Code
32	LPIPS (VGG)	0.5282	No	The Unreasonable Effectiveness of Deep Features ...	2018-01-11	Code
33	MUSIQ trained on AVA	0.52404	No	MUSIQ: Multi-scale Image Quality Transformer	2021-08-12	Code
34	LPIPS (Alex)	0.52385	No	The Unreasonable Effectiveness of Deep Features ...	2018-01-11	Code
35	TOPIQ (IAA)	0.51061	No	TOPIQ: A Top-down Approach from Semantics to Dis...	2023-08-06	Code
36	ClipIQA+ ViT-L-14	0.50379	No	Exploring CLIP for Assessing the Look and Feel o...	2022-07-25	Code
37	Q-Align (IAA)	0.50055	No	Q-Align: Teaching LMMs for Visual Scoring via Di...	2023-12-28	Code
38	TReS trained on FLIVE	0.50005	No	No-Reference Image Quality Assessment via Transf...	2021-08-16	Code
39	IL-NIQE	0.41892	No	-	-	-
40	VMAF	0.40073	No	-	-	-
41	VMAF Legacy	0.39744	No	-	-	-
42	VIF	0.36944	No	-	-	-
43	FSIM	0.35083	No	-	-	-
44	TOPIQ + Res50 (IAA)	0.34	No	TOPIQ: A Top-down Approach from Semantics to Dis...	2023-08-06	Code
45	TOPIQ trained on FLIVE	0.3394	No	TOPIQ: A Top-down Approach from Semantics to Dis...	2023-08-06	Code
46	NIQE	0.33169	No	-	-	-
47	BRISQUE	0.31143	No	-	-	Code
48	MS-SSIM Superfast	0.30014	No	-	-	Code
49	VILA	0.28846	No	VILA: Learning Image Aesthetics from User Commen...	2023-03-24	Code
50	NIMA	0.2655	No	NIMA: Neural Image Assessment	2017-09-15	Code
51	MS-SSIM Fast	0.218	No	-	-	Code
52	MS-SSIM Precise	0.20935	No	-	-	Code
53	SSIM	0.2067	No	-	-	-
54	3SSIM	0.20138	No	-	-	-
55	MSAD	0.19672	No	-	-	-
56	MS-SSIM	0.16035	No	-	-	Code
57	PSNR over YUV	0.14638	No	-	-	-
58	PSNR over Y	0.1384	No	-	-	-
59	BI PSNR	0.10931	No	-	-	-
60	MSE	0.09428	No	-	-	-