Video on MSU SR-QA Dataset

Metric: SROCC (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	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	-	-	-

#1PieAPPSOTA
0.75215
SROCC· 2018-06-06
PieAPP: Perceptual Image-Error Assessment through Pairwise Preference Code
#2Q-Align (IQA)
0.75088
SROCC· 2023-12-28
Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels Code
#3Q-Align (VQA)
0.71812
SROCC· 2023-12-28
Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels Code
#4PaQ-2-PiQ
0.71167
SROCC· 2019-12-20
From Patches to Pictures (PaQ-2-PiQ): Mapping the Perceptual Space of Picture Quality Code
#5DBCNN
0.68621
SROCC· 2019-07-05
Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural Network Code
#6MUSIQ trained on PaQ-2-PiQ
0.67746
SROCC· 2021-08-12
MUSIQ: Multi-scale Image Quality Transformer Code
#7Ma-MetricSOTA
0.67362
SROCC· 2016-12-18
Learning a No-Reference Quality Metric for Single-Image Super-Resolution Code
#8MANIQA
0.66613
SROCC· 2022-04-19
MANIQA: Multi-dimension Attention Network for No-Reference Image Quality Assessment Code
#9ClipIQA+ ResNet50
0.65713
SROCC· 2022-07-25
Exploring CLIP for Assessing the Look and Feel of Images Code
#10MUSIQ trained on SPAQ
0.64927
SROCC· 2021-08-12
MUSIQ: Multi-scale Image Quality Transformer Code
#11TOPIQ trained on SPAQ (NR)
0.64923
SROCC· 2023-08-06
TOPIQ: A Top-down Approach from Semantics to Distortions for Image Quality Assessment Code
#12MUSIQ trained on KONIQ
0.64589
SROCC· 2021-08-12
MUSIQ: Multi-scale Image Quality Transformer Code
#13Linearity (Norm-in-Norm Loss)
0.64382
SROCC· 2020-08-10
Norm-in-Norm Loss with Faster Convergence and Better Performance for Image Quality Assessment Code
#14TOPIQ
0.62715
SROCC· 2023-08-06
TOPIQ: A Top-down Approach from Semantics to Distortions for Image Quality Assessment Code
#15TReS trained on KONIQ
0.62578
SROCC· 2021-08-16
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency Code
#16TReS
0.62496
SROCC· 2021-08-16
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency Code
#17ClipIQA
0.60808
SROCC· 2022-07-25
Exploring CLIP for Assessing the Look and Feel of Images Code
#18AHIQ
0.60468
SROCC
No paper
#19MDTVSFA
0.60193
SROCC· 2020-11-09
Unified Quality Assessment of In-the-Wild Videos with Mixed Datasets Training Code
#20HyperIQA
0.59883
SROCC
No paperCode
#21TOPIQ FACE
0.59564
SROCC· 2023-08-06
TOPIQ: A Top-down Approach from Semantics to Distortions for Image Quality Assessment Code
#22ERQA
0.59345
SROCC· 2021-10-19
ERQA: Edge-Restoration Quality Assessment for Video Super-Resolution Code
#23TOPIQ
0.57341
SROCC· 2023-08-06
TOPIQ: A Top-down Approach from Semantics to Distortions for Image Quality Assessment Code
#24ST-LPIPS (VGG)
0.57336
SROCC· 2022-07-27
Shift-tolerant Perceptual Similarity Metric Code
#25ClipIQA+
0.56875
SROCC· 2022-07-25
Exploring CLIP for Assessing the Look and Feel of Images Code
#26MUSIQ trained on AVA
0.56152
SROCC· 2021-08-12
MUSIQ: Multi-scale Image Quality Transformer Code
#27TOPIQ trained on PIPAL
0.55568
SROCC· 2023-08-06
TOPIQ: A Top-down Approach from Semantics to Distortions for Image Quality Assessment Code
#28LPIPS (Alex)
0.54461
SROCC· 2018-01-11
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric Code
#29VSFA
0.53652
SROCC· 2019-08-01
Quality Assessment of In-the-Wild Videos Code
#30ST-LPIPS (Alex)
0.53473
SROCC· 2022-07-27
Shift-tolerant Perceptual Similarity Metric Code
#31DISTS
0.53346
SROCC· 2020-04-16
Image Quality Assessment: Unifying Structure and Texture Similarity Code
#32LPIPS (VGG)
0.52868
SROCC· 2018-01-11
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric Code
#33PI
0.52319
SROCC· 2018-09-20
The 2018 PIRM Challenge on Perceptual Image Super-resolution Code
#34A-DISTS
0.51717
SROCC· 2021-10-16
Locally Adaptive Structure and Texture Similarity for Image Quality Assessment
#35TOPIQ (IAA)
0.51687
SROCC· 2023-08-06
TOPIQ: A Top-down Approach from Semantics to Distortions for Image Quality Assessment Code
#36Q-Align (IAA)
0.51521
SROCC· 2023-12-28
Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels Code
#37ClipIQA+ ViT-L-14
0.49881
SROCC· 2022-07-25
Exploring CLIP for Assessing the Look and Feel of Images Code
#38TReS trained on FLIVE
0.48882
SROCC· 2021-08-16
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency Code
#39IL-NIQE
0.44064
SROCC
No paper
#40VMAF Legacy
0.43296
SROCC
No paper
#41VMAF
0.43219
SROCC
No paper
#42TOPIQ + Res50 (IAA)
0.36204
SROCC· 2023-08-06
TOPIQ: A Top-down Approach from Semantics to Distortions for Image Quality Assessment Code
#43FSIM
0.34996
SROCC
No paper
#44VIF
0.34862
SROCC
No paper
#45TOPIQ trained on FLIVE
0.34092
SROCC· 2023-08-06
TOPIQ: A Top-down Approach from Semantics to Distortions for Image Quality Assessment Code
#46VILA
0.33728
SROCC· 2023-03-24
VILA: Learning Image Aesthetics from User Comments with Vision-Language Pretraining Code
#47NIQE
0.33167
SROCC
No paper
#48BRISQUE
0.32327
SROCC
No paperCode
#49NIMA
0.25887
SROCC· 2017-09-15
NIMA: Neural Image Assessment Code
#50MS-SSIM Fast
0.24422
SROCC
No paperCode
#51MS-SSIM Precise
0.23108
SROCC
No paperCode
#52SSIM
0.22468
SROCC
No paper
#53MS-SSIM Superfast
0.21604
SROCC
No paperCode
#543SSIM
0.2145
SROCC
No paper
#55MSAD
0.17889
SROCC
No paper
#56MSE
0.16441
SROCC
No paper
#57PSNR over YUV
0.14277
SROCC
No paper
#58PSNR over Y
0.12914
SROCC
No paper
#59MS-SSIM
0.11017
SROCC
No paperCode
#60BI PSNR
0.10733
SROCC
No paper