Video Quality Assessment on MSU NR VQA Database

Metric: SRCC (higher is better)

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Results

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#	Model↕	SRCC▼	Extra Data	Paper	Date↕	Code
1	MDTVSFA	0.9289	No	Unified Quality Assessment of In-the-Wild Videos...	2020-11-09	Code
2	DBCNN	0.922	No	Blind Image Quality Assessment Using A Deep Bili...	2019-07-05	Code
3	UNIQUE	0.9148	No	UNIQUE: Unsupervised Image Quality Estimation	2018-10-15	Code
4	LI	0.9131	No	Blindly Assess Quality of In-the-Wild Videos via...	2021-08-19	Code
5	LINEARITY	0.9104	No	Norm-in-Norm Loss with Faster Convergence and Be...	2020-08-10	Code
6	VSFA	0.9049	No	Quality Assessment of In-the-Wild Videos	2019-08-01	Code
7	MUSIQ	0.9004	No	MUSIQ: Multi-scale Image Quality Transformer	2021-08-12	Code
8	DOVER	0.8871	No	Exploring Video Quality Assessment on User Gener...	2022-11-09	Code
9	SPAQ MT-S	0.8822	No	-	-	Code
10	SPAQ BL	0.8799	No	-	-	Code
11	SPAQ MT-A	0.8794	No	-	-	Code
12	GVSP-UGCVQA-NR (single_scale)	0.8742	No	Deep Learning based Full-reference and No-refere...	2021-06-02	Code
13	PaQ-2-PiQ	0.8705	No	From Patches to Pictures (PaQ-2-PiQ): Mapping th...	2019-12-20	Code
14	GVSP-UGCVQA-NR (multi_scale)	0.8673	No	Deep Learning based Full-reference and No-refere...	2021-06-02	Code
15	NIMA	0.8494	No	NIMA: Neural Image Assessment	2017-09-15	Code
16	KonCept512	0.836	No	KonIQ-10k: An ecologically valid database for de...	2019-10-14	Code
17	FAST-VQA	0.8308	No	FAST-VQA: Efficient End-to-end Video Quality Ass...	2022-07-06	Code
18	FASTER-VQA	0.7508	No	FAST-VQA: Efficient End-to-end Video Quality Ass...	2022-07-06	Code
19	VIDEVAL	0.7286	No	UGC-VQA: Benchmarking Blind Video Quality Assess...	2020-05-29	Code
20	Y-NIQE	0.5985	No	Barriers towards no-reference metrics applicatio...	2019-07-08	-
21	MEON	0.5066	No	-	-	-

#1MDTVSFASOTA
0.9289
SRCC· 2020-11-09
Unified Quality Assessment of In-the-Wild Videos with Mixed Datasets Training Code
#2DBCNNSOTA
0.922
SRCC· 2019-07-05
Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural Network Code
#3UNIQUESOTA
0.9148
SRCC· 2018-10-15
UNIQUE: Unsupervised Image Quality Estimation Code
#4LI
0.9131
SRCC· 2021-08-19
Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion Perception Code
#5LINEARITY
0.9104
SRCC· 2020-08-10
Norm-in-Norm Loss with Faster Convergence and Better Performance for Image Quality Assessment Code
#6VSFA
0.9049
SRCC· 2019-08-01
Quality Assessment of In-the-Wild Videos Code
#7MUSIQ
0.9004
SRCC· 2021-08-12
MUSIQ: Multi-scale Image Quality Transformer Code
#8DOVER
0.8871
SRCC· 2022-11-09
Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives Code
#9SPAQ MT-S
0.8822
SRCC
No paperCode
#10SPAQ BL
0.8799
SRCC
No paperCode
#11SPAQ MT-A
0.8794
SRCC
No paperCode
#12GVSP-UGCVQA-NR (single_scale)
0.8742
SRCC· 2021-06-02
Deep Learning based Full-reference and No-reference Quality Assessment Models for Compressed UGC Videos Code
#13PaQ-2-PiQ
0.8705
SRCC· 2019-12-20
From Patches to Pictures (PaQ-2-PiQ): Mapping the Perceptual Space of Picture Quality Code
#14GVSP-UGCVQA-NR (multi_scale)
0.8673
SRCC· 2021-06-02
Deep Learning based Full-reference and No-reference Quality Assessment Models for Compressed UGC Videos Code
#15NIMASOTA
0.8494
SRCC· 2017-09-15
NIMA: Neural Image Assessment Code
#16KonCept512
0.836
SRCC· 2019-10-14
KonIQ-10k: An ecologically valid database for deep learning of blind image quality assessment Code
#17FAST-VQA
0.8308
SRCC· 2022-07-06
FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling Code
#18FASTER-VQA
0.7508
SRCC· 2022-07-06
FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling Code
#19VIDEVAL
0.7286
SRCC· 2020-05-29
UGC-VQA: Benchmarking Blind Video Quality Assessment for User Generated Content Code
#20Y-NIQE
0.5985
SRCC· 2019-07-08
Barriers towards no-reference metrics application to compressed video quality analysis: on the example of no-reference metric NIQE
#21MEON
0.5066
SRCC
No paper