Video on MSU NR VQA Database

Metric: KLCC (higher is better)

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Results

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#	Model↕	KLCC▼	Extra Data	Paper	Date↕	Code
1	MDTVSFA	0.7883	No	Unified Quality Assessment of In-the-Wild Videos...	2020-11-09	Code
2	DBCNN	0.775	No	Blind Image Quality Assessment Using A Deep Bili...	2019-07-05	Code
3	UNIQUE	0.7648	No	UNIQUE: Unsupervised Image Quality Estimation	2018-10-15	Code
4	LI	0.764	No	Blindly Assess Quality of In-the-Wild Videos via...	2021-08-19	Code
5	LINEARITY	0.7589	No	Norm-in-Norm Loss with Faster Convergence and Be...	2020-08-10	Code
6	VSFA	0.7483	No	Quality Assessment of In-the-Wild Videos	2019-08-01	Code
7	MUSIQ	0.7433	No	MUSIQ: Multi-scale Image Quality Transformer	2021-08-12	Code
8	DOVER	0.7216	No	Exploring Video Quality Assessment on User Gener...	2022-11-09	Code
9	SPAQ MT-S	0.7186	No	-	-	Code
10	SPAQ MT-A	0.7148	No	-	-	Code
11	SPAQ BL	0.7106	No	-	-	Code
12	PaQ-2-PiQ	0.7079	No	From Patches to Pictures (PaQ-2-PiQ): Mapping th...	2019-12-20	Code
13	GVSP-UGCVQA-NR (single_scale)	0.7037	No	Deep Learning based Full-reference and No-refere...	2021-06-02	Code
14	GVSP-UGCVQA-NR (multi_scale)	0.6942	No	Deep Learning based Full-reference and No-refere...	2021-06-02	Code
15	NIMA	0.6745	No	NIMA: Neural Image Assessment	2017-09-15	Code
16	KonCept512	0.6608	No	KonIQ-10k: An ecologically valid database for de...	2019-10-14	Code
17	FAST-VQA	0.6498	No	FAST-VQA: Efficient End-to-end Video Quality Ass...	2022-07-06	Code
18	FASTER-VQA	0.5645	No	FAST-VQA: Efficient End-to-end Video Quality Ass...	2022-07-06	Code
19	VIDEVAL	0.5414	No	UGC-VQA: Benchmarking Blind Video Quality Assess...	2020-05-29	Code
20	Y-NIQE	0.4215	No	Barriers towards no-reference metrics applicatio...	2019-07-08	-
21	MEON	0.3775	No	-	-	-

#1MDTVSFASOTA
0.7883
KLCC· 2020-11-09
Unified Quality Assessment of In-the-Wild Videos with Mixed Datasets Training Code
#2DBCNNSOTA
0.775
KLCC· 2019-07-05
Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural Network Code
#3UNIQUESOTA
0.7648
KLCC· 2018-10-15
UNIQUE: Unsupervised Image Quality Estimation Code
#4LI
0.764
KLCC· 2021-08-19
Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion Perception Code
#5LINEARITY
0.7589
KLCC· 2020-08-10
Norm-in-Norm Loss with Faster Convergence and Better Performance for Image Quality Assessment Code
#6VSFA
0.7483
KLCC· 2019-08-01
Quality Assessment of In-the-Wild Videos Code
#7MUSIQ
0.7433
KLCC· 2021-08-12
MUSIQ: Multi-scale Image Quality Transformer Code
#8DOVER
0.7216
KLCC· 2022-11-09
Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives Code
#9SPAQ MT-S
0.7186
KLCC
No paperCode
#10SPAQ MT-A
0.7148
KLCC
No paperCode
#11SPAQ BL
0.7106
KLCC
No paperCode
#12PaQ-2-PiQ
0.7079
KLCC· 2019-12-20
From Patches to Pictures (PaQ-2-PiQ): Mapping the Perceptual Space of Picture Quality Code
#13GVSP-UGCVQA-NR (single_scale)
0.7037
KLCC· 2021-06-02
Deep Learning based Full-reference and No-reference Quality Assessment Models for Compressed UGC Videos Code
#14GVSP-UGCVQA-NR (multi_scale)
0.6942
KLCC· 2021-06-02
Deep Learning based Full-reference and No-reference Quality Assessment Models for Compressed UGC Videos Code
#15NIMASOTA
0.6745
KLCC· 2017-09-15
NIMA: Neural Image Assessment Code
#16KonCept512
0.6608
KLCC· 2019-10-14
KonIQ-10k: An ecologically valid database for deep learning of blind image quality assessment Code
#17FAST-VQA
0.6498
KLCC· 2022-07-06
FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling Code
#18FASTER-VQA
0.5645
KLCC· 2022-07-06
FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling Code
#19VIDEVAL
0.5414
KLCC· 2020-05-29
UGC-VQA: Benchmarking Blind Video Quality Assessment for User Generated Content Code
#20Y-NIQE
0.4215
KLCC· 2019-07-08
Barriers towards no-reference metrics application to compressed video quality analysis: on the example of no-reference metric NIQE
#21MEON
0.3775
KLCC
No paper