Video Quality Assessment on KoNViD-1k

Metric: PLCC (higher is better)

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#	Model↕	PLCC▼	Extra Data	Paper	Date↕	Code
1	DOVER (end-to-end)	0.905	No	Exploring Video Quality Assessment on User Gener...	2022-11-09	Code
2	FasterVQA (fine-tuned)	0.898	Yes	Neighbourhood Representative Sampling for Effici...	2022-10-11	Code
3	DOVER (head-only)	0.894	No	Exploring Video Quality Assessment on User Gener...	2022-11-09	Code
4	FAST-VQA (finetuned on KonViD-1k)	0.892	Yes	FAST-VQA: Efficient End-to-end Video Quality Ass...	2022-07-06	Code
5	ReLaX-VQA (finetuned on KoNViD-1k)	0.8668	Yes	ReLaX-VQA: Residual Fragment and Layer Stack Ext...	2024-07-16	Code
6	SimpleVQA	0.86	No	A Deep Learning based No-reference Quality Asses...	2022-04-29	Code
7	DisCoVQA	0.86	No	DisCoVQA: Temporal Distortion-Content Transforme...	2022-06-20	Code
8	HVS-5M	0.8562	No	HVS Revisited: A Comprehensive Video Quality Ass...	2022-10-09	-
9	FAST-VQA (trained on LSVQ only)	0.855	Yes	FAST-VQA: Efficient End-to-end Video Quality Ass...	2022-07-06	Code
10	CONVIQT	0.849	Yes	CONVIQT: Contrastive Video Quality Estimator	2022-06-29	Code
11	ReLaX-VQA	0.8473	No	ReLaX-VQA: Residual Fragment and Layer Stack Ext...	2024-07-16	Code
12	ReLaX-VQA (trained on LSVQ only)	0.8427	Yes	ReLaX-VQA: Residual Fragment and Layer Stack Ext...	2024-07-16	Code
13	CONTRIQUE	0.842	Yes	Image Quality Assessment using Contrastive Learn...	2021-10-25	Code
14	2BiVQA	0.835	Yes	2BiVQA: Double Bi-LSTM based Video Quality Asses...	2022-08-31	Code
15	BVQA-2022	0.834	Yes	Blindly Assess Quality of In-the-Wild Videos via...	2021-08-19	Code
16	RAPIQUE	0.8175	No	RAPIQUE: Rapid and Accurate Video Quality Predic...	2021-01-26	Code
17	VIDEVAL	0.7803	No	UGC-VQA: Benchmarking Blind Video Quality Assess...	2020-05-29	Code
18	VSFA	0.7754	No	Quality Assessment of In-the-Wild Videos	2019-08-01	Code
19	PVQ	0.77	Yes	Patch-VQ: 'Patching Up' the Video Quality Problem	2020-11-27	Code
20	TLVQM	0.7688	No	-	-	Code
21	ChipQA	0.7625	No	ChipQA: No-Reference Video Quality Prediction vi...	2021-09-17	Code

#1DOVER (end-to-end)SOTA
0.905
PLCC· 2022-11-09
Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives Code
#2FasterVQA (fine-tuned)SOTA
0.898
PLCC· Extra Data· 2022-10-11
Neighbourhood Representative Sampling for Efficient End-to-end Video Quality Assessment Code
#3DOVER (head-only)
0.894
PLCC· 2022-11-09
Exploring Video Quality Assessment on User Generated Contents from Aesthetic and Technical Perspectives Code
#4FAST-VQA (finetuned on KonViD-1k)SOTA
0.892
PLCC· Extra Data· 2022-07-06
FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling Code
#5ReLaX-VQA (finetuned on KoNViD-1k)
0.8668
PLCC· Extra Data· 2024-07-16
ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment Code
#6SimpleVQASOTA
0.86
PLCC· 2022-04-29
A Deep Learning based No-reference Quality Assessment Model for UGC Videos Code
#7DisCoVQA
0.86
PLCC· 2022-06-20
DisCoVQA: Temporal Distortion-Content Transformers for Video Quality Assessment Code
#8HVS-5M
0.8562
PLCC· 2022-10-09
HVS Revisited: A Comprehensive Video Quality Assessment Framework
#9FAST-VQA (trained on LSVQ only)
0.855
PLCC· Extra Data· 2022-07-06
FAST-VQA: Efficient End-to-end Video Quality Assessment with Fragment Sampling Code
#10CONVIQT
0.849
PLCC· Extra Data· 2022-06-29
CONVIQT: Contrastive Video Quality Estimator Code
#11ReLaX-VQA
0.8473
PLCC· 2024-07-16
ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment Code
#12ReLaX-VQA (trained on LSVQ only)
0.8427
PLCC· Extra Data· 2024-07-16
ReLaX-VQA: Residual Fragment and Layer Stack Extraction for Enhancing Video Quality Assessment Code
#13CONTRIQUESOTA
0.842
PLCC· Extra Data· 2021-10-25
Image Quality Assessment using Contrastive Learning Code
#142BiVQA
0.835
PLCC· Extra Data· 2022-08-31
2BiVQA: Double Bi-LSTM based Video Quality Assessment of UGC Videos Code
#15BVQA-2022SOTA
0.834
PLCC· Extra Data· 2021-08-19
Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion Perception Code
#16RAPIQUESOTA
0.8175
PLCC· 2021-01-26
RAPIQUE: Rapid and Accurate Video Quality Prediction of User Generated Content Code
#17VIDEVALSOTA
0.7803
PLCC· 2020-05-29
UGC-VQA: Benchmarking Blind Video Quality Assessment for User Generated Content Code
#18VSFASOTA
0.7754
PLCC· 2019-08-01
Quality Assessment of In-the-Wild Videos Code
#19PVQ
0.77
PLCC· Extra Data· 2020-11-27
Patch-VQ: 'Patching Up' the Video Quality Problem Code
#20TLVQM
0.7688
PLCC
No paperCode
#21ChipQA
0.7625
PLCC· 2021-09-17
ChipQA: No-Reference Video Quality Prediction via Space-Time Chips Code