3D on MSU Video Upscalers: Quality Enhancement

Metric: SSIM (higher is better)

LeaderboardDataset

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Results

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#	Model↕	SSIM▼	Augmentations	Paper	Date↕	Code
1	iSeeBetter	0.939	No	iSeeBetter: Spatio-temporal video super-resoluti...	2020-06-13	Code
2	LGFN	0.939	No	-	-	Code
3	DBVSR	0.937	No	Deep Blind Video Super-resolution	2020-03-10	Code
4	SOF-VSR	0.937	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
5	ESRGAN	0.936	No	ESRGAN: Enhanced Super-Resolution Generative Adv...	2018-09-01	Code
6	FRVSR	0.936	No	Frame-Recurrent Video Super-Resolution	2018-01-14	-
7	SPMC	0.933	No	Detail-revealing Deep Video Super-resolution	2017-04-10	Code
8	DRRN	0.933	No	-	-	Code
9	TecoGAN	0.933	No	Learning Temporal Coherence via Self-Supervision...	2018-11-23	Code
10	VESPCN	0.932	No	Real-Time Video Super-Resolution with Spatio-Tem...	2016-11-16	-
11	SRCNN	0.929	No	Image Super-Resolution Using Deep Convolutional ...	2014-12-31	Code
12	EGVSR	0.929	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
13	ESPCN	0.926	No	Real-Time Single Image and Video Super-Resolutio...	2016-09-16	Code
14	VDSR	0.917	No	Accurate Image Super-Resolution Using Very Deep ...	2015-11-14	Code
15	DynaVSR	0.916	No	DynaVSR: Dynamic Adaptive Blind Video Super-Reso...	2020-11-09	Code
16	RealSR	0.9	No	-	-	Code
17	VEAI-AD-2	0.898	No	-	-	-
18	VEAI-ALQ-13	0.89	No	-	-	-
19	VEAI-AMQ-13	0.888	No	-	-	-
20	GP-Comp	0.886	No	-	-	-
21	BasicVsr++RD	0.881	No	BasicVSR++: Improving Video Super-Resolution wit...	2021-04-27	Code
22	VEAI-AHQ-12	0.879	No	-	-	-
23	RealEsrnet	0.878	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
24	COMISR	0.871	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
25	VEAI-GHQ-5	0.869	No	-	-	-
26	VRT-Reds-L	0.869	No	VRT: A Video Restoration Transformer	2022-01-28	Code
27	VEAI-ASD-2	0.868	No	-	-	-
28	RealEsrnet-F	0.868	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
29	VEAI-GCG-5	0.859	No	-	-	-
30	BSRNET	0.859	No	Designing a Practical Degradation Model for Deep...	2021-03-25	Code
31	RealEsrgan	0.855	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
32	Davinci SupScl	0.854	No	-	-	-
33	Adobe SupRes	0.853	No	-	-	-
34	SRMD	0.852	No	Learning a Single Convolutional Super-Resolution...	2017-12-17	Code
35	GP-Art	0.851	No	-	-	-
36	RealEsrgan-F	0.85	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
37	SwinIR-Real-S	0.845	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
38	RealBasicVSR	0.838	No	Investigating Tradeoffs in Real-World Video Supe...	2021-11-24	Code
39	VEAI-AAM-10	0.838	No	-	-	-
40	Real-CUGAN	0.838	No	-	-	-
41	BSRGAN	0.836	No	Designing a Practical Degradation Model for Deep...	2021-03-25	Code
42	GP-LowRes	0.836	No	-	-	-
43	Input (Bicubic)	0.833	No	-	-	-
44	SwinIR-Real-B	0.83	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
45	RealEsrgan-A	0.83	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
46	GP-Std	0.825	No	-	-	-
47	GP-Lines	0.822	No	-	-	-
48	RealEsrgan-V	0.795	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code

#1iSeeBetterSOTA
0.939
SSIM· 2020-06-13
iSeeBetter: Spatio-temporal video super-resolution using recurrent generative back-projection networks Code
#2LGFN
0.939
SSIM
No paperCode
#3DBVSR
0.937
SSIM· 2020-03-10
Deep Blind Video Super-resolution Code
#4SOF-VSRSOTA
0.937
SSIM· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#5ESRGAN
0.936
SSIM· 2018-09-01
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks Code
#6FRVSRSOTA
0.936
SSIM· 2018-01-14
Frame-Recurrent Video Super-Resolution
#7SPMCSOTA
0.933
SSIM· 2017-04-10
Detail-revealing Deep Video Super-resolution Code
#8DRRN
0.933
SSIM
No paperCode
#9TecoGAN
0.933
SSIM· 2018-11-23
Learning Temporal Coherence via Self-Supervision for GAN-based Video Generation Code
#10VESPCNSOTA
0.932
SSIM· 2016-11-16
Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion Compensation
#11SRCNNSOTA
0.929
SSIM· 2014-12-31
Image Super-Resolution Using Deep Convolutional Networks Code
#12EGVSR
0.929
SSIM· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#13ESPCN
0.926
SSIM· 2016-09-16
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network Code
#14VDSR
0.917
SSIM· 2015-11-14
Accurate Image Super-Resolution Using Very Deep Convolutional Networks Code
#15DynaVSR
0.916
SSIM· 2020-11-09
DynaVSR: Dynamic Adaptive Blind Video Super-Resolution Code
#16RealSR
0.9
SSIM
No paperCode
#17VEAI-AD-2
0.898
SSIM
No paper
#18VEAI-ALQ-13
0.89
SSIM
No paper
#19VEAI-AMQ-13
0.888
SSIM
No paper
#20GP-Comp
0.886
SSIM
No paper
#21BasicVsr++RD
0.881
SSIM· 2021-04-27
BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and Alignment Code
#22VEAI-AHQ-12
0.879
SSIM
No paper
#23RealEsrnet
0.878
SSIM· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#24COMISR
0.871
SSIM· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#25VEAI-GHQ-5
0.869
SSIM
No paper
#26VRT-Reds-L
0.869
SSIM· 2022-01-28
VRT: A Video Restoration Transformer Code
#27VEAI-ASD-2
0.868
SSIM
No paper
#28RealEsrnet-F
0.868
SSIM· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#29VEAI-GCG-5
0.859
SSIM
No paper
#30BSRNET
0.859
SSIM· 2021-03-25
Designing a Practical Degradation Model for Deep Blind Image Super-Resolution Code
#31RealEsrgan
0.855
SSIM· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#32Davinci SupScl
0.854
SSIM
No paper
#33Adobe SupRes
0.853
SSIM
No paper
#34SRMD
0.852
SSIM· 2017-12-17
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations Code
#35GP-Art
0.851
SSIM
No paper
#36RealEsrgan-F
0.85
SSIM· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#37SwinIR-Real-S
0.845
SSIM· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#38RealBasicVSR
0.838
SSIM· 2021-11-24
Investigating Tradeoffs in Real-World Video Super-Resolution Code
#39VEAI-AAM-10
0.838
SSIM
No paper
#40Real-CUGAN
0.838
SSIM
No paper
#41BSRGAN
0.836
SSIM· 2021-03-25
Designing a Practical Degradation Model for Deep Blind Image Super-Resolution Code
#42GP-LowRes
0.836
SSIM
No paper
#43Input (Bicubic)
0.833
SSIM
No paper
#44SwinIR-Real-B
0.83
SSIM· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#45RealEsrgan-A
0.83
SSIM· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#46GP-Std
0.825
SSIM
No paper
#47GP-Lines
0.822
SSIM
No paper
#48RealEsrgan-V
0.795
SSIM· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code