Video on MSU Video Upscalers: Quality Enhancement

Metric: PSNR (higher is better)

LeaderboardDataset

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Results

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#	Model↕	PSNR▼	Extra Data	Paper	Date↕	Code
1	VEAI-AHQ-12	31.28	No	-	-	-
2	VEAI-AD-2	31.15	No	-	-	-
3	VEAI-AMQ-13	31.14	No	-	-	-
4	Adobe SupRes	31.12	No	-	-	-
5	VEAI-GCG-5	31.01	No	-	-	-
6	VRT-Reds-L	31.01	No	VRT: A Video Restoration Transformer	2022-01-28	Code
7	VEAI-ALQ-13	31	No	-	-	-
8	BasicVsr++RD	30.98	No	BasicVSR++: Improving Video Super-Resolution wit...	2021-04-27	Code
9	COMISR	30.97	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
10	SRMD	30.96	No	Learning a Single Convolutional Super-Resolution...	2017-12-17	Code
11	VEAI-AAM-10	30.76	No	-	-	-
12	Input (Bicubic)	30.75	No	-	-	-
13	GP-LowRes	30.65	No	-	-	-
14	RealSR	30.64	No	-	-	Code
15	VEAI-GHQ-5	30.55	No	-	-	-
16	VEAI-ASD-2	30.55	No	-	-	-
17	RealEsrnet	30.52	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
18	GP-Art	30.5	No	-	-	-
19	BSRNET	30.19	No	Designing a Practical Degradation Model for Deep...	2021-03-25	Code
20	GP-Comp	30.13	No	-	-	-
21	Davinci SupScl	30.1	No	-	-	-
22	RealEsrnet-F	30.01	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
23	RealBasicVSR	29.54	No	Investigating Tradeoffs in Real-World Video Supe...	2021-11-24	Code
24	GP-Std	29.48	No	-	-	-
25	BSRGAN	29.27	No	Designing a Practical Degradation Model for Deep...	2021-03-25	Code
26	RealEsrgan	29.14	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
27	GP-Lines	29.01	No	-	-	-
28	SwinIR-Real-B	28.86	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
29	RealEsrgan-F	28.82	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
30	RealEsrgan-A	28.71	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
31	SwinIR-Real-S	28.55	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
32	Real-CUGAN	27.44	No	-	-	-
33	iSeeBetter	27.42	No	iSeeBetter: Spatio-temporal video super-resoluti...	2020-06-13	Code
34	LGFN	27.42	No	-	-	Code
35	ESRGAN	27.29	No	ESRGAN: Enhanced Super-Resolution Generative Adv...	2018-09-01	Code
36	DBVSR	27.28	No	Deep Blind Video Super-resolution	2020-03-10	Code
37	FRVSR	27.23	No	Frame-Recurrent Video Super-Resolution	2018-01-14	-
38	SOF-VSR	27.14	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
39	SPMC	26.99	No	Detail-revealing Deep Video Super-resolution	2017-04-10	Code
40	DRRN	26.97	No	-	-	Code
41	VESPCN	26.92	No	Real-Time Video Super-Resolution with Spatio-Tem...	2016-11-16	-
42	SRCNN	26.68	No	Image Super-Resolution Using Deep Convolutional ...	2014-12-31	Code
43	TecoGAN	26.6	No	Learning Temporal Coherence via Self-Supervision...	2018-11-23	Code
44	EGVSR	26.33	No	Real-Time Super-Resolution System of 4K-Video Ba...	2021-07-12	Code
45	ESPCN	26.25	No	Real-Time Single Image and Video Super-Resolutio...	2016-09-16	Code
46	DynaVSR	26.12	No	DynaVSR: Dynamic Adaptive Blind Video Super-Reso...	2020-11-09	Code
47	VDSR	25.89	No	Accurate Image Super-Resolution Using Very Deep ...	2015-11-14	Code
48	RealEsrgan-V	25.52	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code

#1VEAI-AHQ-12
31.28
PSNR
No paper
#2VEAI-AD-2
31.15
PSNR
No paper
#3VEAI-AMQ-13
31.14
PSNR
No paper
#4Adobe SupRes
31.12
PSNR
No paper
#5VEAI-GCG-5
31.01
PSNR
No paper
#6VRT-Reds-LSOTA
31.01
PSNR· 2022-01-28
VRT: A Video Restoration Transformer Code
#7VEAI-ALQ-13
31
PSNR
No paper
#8BasicVsr++RDSOTA
30.98
PSNR· 2021-04-27
BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and Alignment Code
#9COMISR
30.97
PSNR· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#10SRMDSOTA
30.96
PSNR· 2017-12-17
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations Code
#11VEAI-AAM-10
30.76
PSNR
No paper
#12Input (Bicubic)
30.75
PSNR
No paper
#13GP-LowRes
30.65
PSNR
No paper
#14RealSR
30.64
PSNR
No paperCode
#15VEAI-GHQ-5
30.55
PSNR
No paper
#16VEAI-ASD-2
30.55
PSNR
No paper
#17RealEsrnet
30.52
PSNR· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#18GP-Art
30.5
PSNR
No paper
#19BSRNET
30.19
PSNR· 2021-03-25
Designing a Practical Degradation Model for Deep Blind Image Super-Resolution Code
#20GP-Comp
30.13
PSNR
No paper
#21Davinci SupScl
30.1
PSNR
No paper
#22RealEsrnet-F
30.01
PSNR· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#23RealBasicVSR
29.54
PSNR· 2021-11-24
Investigating Tradeoffs in Real-World Video Super-Resolution Code
#24GP-Std
29.48
PSNR
No paper
#25BSRGAN
29.27
PSNR· 2021-03-25
Designing a Practical Degradation Model for Deep Blind Image Super-Resolution Code
#26RealEsrgan
29.14
PSNR· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#27GP-Lines
29.01
PSNR
No paper
#28SwinIR-Real-B
28.86
PSNR· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#29RealEsrgan-F
28.82
PSNR· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#30RealEsrgan-A
28.71
PSNR· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#31SwinIR-Real-S
28.55
PSNR· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#32Real-CUGAN
27.44
PSNR
No paper
#33iSeeBetter
27.42
PSNR· 2020-06-13
iSeeBetter: Spatio-temporal video super-resolution using recurrent generative back-projection networks Code
#34LGFN
27.42
PSNR
No paperCode
#35ESRGAN
27.29
PSNR· 2018-09-01
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks Code
#36DBVSR
27.28
PSNR· 2020-03-10
Deep Blind Video Super-resolution Code
#37FRVSR
27.23
PSNR· 2018-01-14
Frame-Recurrent Video Super-Resolution
#38SOF-VSR
27.14
PSNR· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#39SPMCSOTA
26.99
PSNR· 2017-04-10
Detail-revealing Deep Video Super-resolution Code
#40DRRN
26.97
PSNR
No paperCode
#41VESPCNSOTA
26.92
PSNR· 2016-11-16
Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion Compensation
#42SRCNNSOTA
26.68
PSNR· 2014-12-31
Image Super-Resolution Using Deep Convolutional Networks Code
#43TecoGAN
26.6
PSNR· 2018-11-23
Learning Temporal Coherence via Self-Supervision for GAN-based Video Generation Code
#44EGVSR
26.33
PSNR· 2021-07-12
Real-Time Super-Resolution System of 4K-Video Based on Deep Learning Code
#45ESPCN
26.25
PSNR· 2016-09-16
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network Code
#46DynaVSR
26.12
PSNR· 2020-11-09
DynaVSR: Dynamic Adaptive Blind Video Super-Resolution Code
#47VDSR
25.89
PSNR· 2015-11-14
Accurate Image Super-Resolution Using Very Deep Convolutional Networks Code
#48RealEsrgan-V
25.52
PSNR· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code