Video Understanding on MSU NR VQA Database

Metric: PLCC (higher is better)

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Results

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#	Model↕	PLCC▼	Extra Data	Paper	Date↕	Code
1	MDTVSFA	0.9431	No	Unified Quality Assessment of In-the-Wild Videos...	2020-11-09	Code
2	LI	0.927	No	Blindly Assess Quality of In-the-Wild Videos via...	2021-08-19	Code
3	UNIQUE	0.9238	No	UNIQUE: Unsupervised Image Quality Estimation	2018-10-15	Code
4	DBCNN	0.9222	No	Blind Image Quality Assessment Using A Deep Bili...	2019-07-05	Code
5	VSFA	0.918	No	Quality Assessment of In-the-Wild Videos	2019-08-01	Code
6	LINEARITY	0.9106	No	Norm-in-Norm Loss with Faster Convergence and Be...	2020-08-10	Code
7	DOVER	0.9099	No	Exploring Video Quality Assessment on User Gener...	2022-11-09	Code
8	MUSIQ	0.9068	No	MUSIQ: Multi-scale Image Quality Transformer	2021-08-12	Code
9	GVSP-UGCVQA-NR (single_scale)	0.8933	No	Deep Learning based Full-reference and No-refere...	2021-06-02	Code
10	SPAQ BL	0.8855	No	-	-	Code
11	GVSP-UGCVQA-NR (multi_scale)	0.8851	No	Deep Learning based Full-reference and No-refere...	2021-06-02	Code
12	SPAQ MT-A	0.8824	No	-	-	Code
13	SPAQ MT-S	0.8814	No	-	-	Code
14	NIMA	0.8784	No	NIMA: Neural Image Assessment	2017-09-15	Code
15	FAST-VQA	0.8613	No	FAST-VQA: Efficient End-to-end Video Quality Ass...	2022-07-06	Code
16	PaQ-2-PiQ	0.8549	No	From Patches to Pictures (PaQ-2-PiQ): Mapping th...	2019-12-20	Code
17	KonCept512	0.8464	No	KonIQ-10k: An ecologically valid database for de...	2019-10-14	Code
18	FASTER-VQA	0.8087	No	FAST-VQA: Efficient End-to-end Video Quality Ass...	2022-07-06	Code
19	VIDEVAL	0.7717	No	UGC-VQA: Benchmarking Blind Video Quality Assess...	2020-05-29	Code
20	Y-NIQE	0.6713	No	Barriers towards no-reference metrics applicatio...	2019-07-08	-
21	MEON	0.2898	No	-	-	-

#1MDTVSFASOTA
0.9431
PLCC· 2020-11-09
Unified Quality Assessment of In-the-Wild Videos with Mixed Datasets Training Code
#2LI
0.927
PLCC· 2021-08-19
Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion Perception Code
#3UNIQUESOTA
0.9238
PLCC· 2018-10-15
UNIQUE: Unsupervised Image Quality Estimation Code
#4DBCNN
0.9222
PLCC· 2019-07-05
Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural Network Code
#5VSFA
0.918
PLCC· 2019-08-01
Quality Assessment of In-the-Wild Videos Code
#6LINEARITY
0.9106
PLCC· 2020-08-10
Norm-in-Norm Loss with Faster Convergence and Better Performance for Image Quality Assessment Code
#7DOVER
0.9099
PLCC· 2022-11-09
Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives Code
#8MUSIQ
0.9068
PLCC· 2021-08-12
MUSIQ: Multi-scale Image Quality Transformer Code
#9GVSP-UGCVQA-NR (single_scale)
0.8933
PLCC· 2021-06-02
Deep Learning based Full-reference and No-reference Quality Assessment Models for Compressed UGC Videos Code
#10SPAQ BL
0.8855
PLCC
No paperCode
#11GVSP-UGCVQA-NR (multi_scale)
0.8851
PLCC· 2021-06-02
Deep Learning based Full-reference and No-reference Quality Assessment Models for Compressed UGC Videos Code
#12SPAQ MT-A
0.8824
PLCC
No paperCode
#13SPAQ MT-S
0.8814
PLCC
No paperCode
#14NIMASOTA
0.8784
PLCC· 2017-09-15
NIMA: Neural Image Assessment Code
#15FAST-VQA
0.8613
PLCC· 2022-07-06
FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling Code
#16PaQ-2-PiQ
0.8549
PLCC· 2019-12-20
From Patches to Pictures (PaQ-2-PiQ): Mapping the Perceptual Space of Picture Quality Code
#17KonCept512
0.8464
PLCC· 2019-10-14
KonIQ-10k: An ecologically valid database for deep learning of blind image quality assessment Code
#18FASTER-VQA
0.8087
PLCC· 2022-07-06
FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling Code
#19VIDEVAL
0.7717
PLCC· 2020-05-29
UGC-VQA: Benchmarking Blind Video Quality Assessment for User Generated Content Code
#20Y-NIQE
0.6713
PLCC· 2019-07-08
Barriers towards no-reference metrics application to compressed video quality analysis: on the example of no-reference metric NIQE
#21MEON
0.2898
PLCC
No paper