3D on MSU Video Super Resolution Benchmark: Detail Restoration

Metric: SSIM (higher is better)

LeaderboardDataset

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Results

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#	Model↕	SSIM▼	Augmentations	Paper	Date↕	Code
1	VRT	0.902	No	VRT: A Video Restoration Transformer	2022-01-28	Code
2	BasicVSR	0.9	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
3	RBPN	0.899	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
4	LGFN	0.898	No	-	-	Code
5	iSeeBetter	0.896	No	iSeeBetter: Spatio-temporal video super-resoluti...	2020-06-13	Code
6	DBVSR	0.894	No	Deep Blind Video Super-resolution	2020-03-10	Code
7	TMNet	0.885	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
8	TDAN	0.883	No	TDAN: Temporally Deformable Alignment Network fo...	2018-12-07	Code
9	D3Dnet	0.876	No	Deformable 3D Convolution for Video Super-Resolu...	2020-04-06	Code
10	SOF-VSR-BI	0.872	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
11	DynaVSR-R	0.865	No	DynaVSR: Dynamic Adaptive Blind Video Super-Reso...	2020-11-09	Code
12	DynaVSR-V	0.864	No	DynaVSR: Dynamic Adaptive Blind Video Super-Reso...	2020-11-09	Code
13	COMISR	0.84	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
14	waifu2x-cunet	0.838	No	-	-	-
15	SRMD	0.834	No	Learning a Single Convolutional Super-Resolution...	2017-12-17	Code
16	TGA	0.831	No	Video Super-resolution with Temporal Group Atten...	2020-07-21	Code
17	SOF-VSR-BD	0.831	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
18	DUF-28L	0.83	No	-	-	Code
19	DUF-16L	0.828	No	-	-	Code
20	RSDN	0.826	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
21	Real-ESRnet	0.824	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
22	waifu2x-anime	0.819	No	-	-	-
23	ESPCN	0.811	No	Real-Time Single Image and Video Super-Resolutio...	2016-09-16	Code
24	ESRGAN	0.808	No	ESRGAN: Enhanced Super-Resolution Generative Adv...	2018-09-01	Code
25	HCFlow	0.791	No	Hierarchical Conditional Flow: A Unified Framewo...	2021-08-11	Code
26	RRN-10L	0.79	No	Revisiting Temporal Modeling for Video Super-res...	2020-08-13	Code
27	RRN-5L	0.789	No	Revisiting Temporal Modeling for Video Super-res...	2020-08-13	Code
28	SwinIR	0.782	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
29	Real-ESRGAN	0.774	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
30	RealSR	0.767	No	-	-	Code
31	DFDnet	0.759	No	Blind Face Restoration via Deep Multi-scale Comp...	2020-08-02	Code
32	GFPGAN	0.745	No	Towards Real-World Blind Face Restoration with G...	2021-01-11	Code

#1VRTSOTA
0.902
SSIM· 2022-01-28
VRT: A Video Restoration Transformer Code
#2BasicVSRSOTA
0.9
SSIM· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#3RBPNSOTA
0.899
SSIM· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#4LGFN
0.898
SSIM
No paperCode
#5iSeeBetter
0.896
SSIM· 2020-06-13
iSeeBetter: Spatio-temporal video super-resolution using recurrent generative back-projection networks Code
#6DBVSR
0.894
SSIM· 2020-03-10
Deep Blind Video Super-resolution Code
#7TMNet
0.885
SSIM· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#8TDANSOTA
0.883
SSIM· 2018-12-07
TDAN: Temporally Deformable Alignment Network for Video Super-Resolution Code
#9D3Dnet
0.876
SSIM· 2020-04-06
Deformable 3D Convolution for Video Super-Resolution Code
#10SOF-VSR-BI
0.872
SSIM· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#11DynaVSR-R
0.865
SSIM· 2020-11-09
DynaVSR: Dynamic Adaptive Blind Video Super-Resolution Code
#12DynaVSR-V
0.864
SSIM· 2020-11-09
DynaVSR: Dynamic Adaptive Blind Video Super-Resolution Code
#13COMISR
0.84
SSIM· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#14waifu2x-cunet
0.838
SSIM
No paper
#15SRMDSOTA
0.834
SSIM· 2017-12-17
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations Code
#16TGA
0.831
SSIM· 2020-07-21
Video Super-resolution with Temporal Group Attention Code
#17SOF-VSR-BD
0.831
SSIM· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#18DUF-28L
0.83
SSIM
No paperCode
#19DUF-16L
0.828
SSIM
No paperCode
#20RSDN
0.826
SSIM· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#21Real-ESRnet
0.824
SSIM· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#22waifu2x-anime
0.819
SSIM
No paper
#23ESPCNSOTA
0.811
SSIM· 2016-09-16
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network Code
#24ESRGAN
0.808
SSIM· 2018-09-01
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks Code
#25HCFlow
0.791
SSIM· 2021-08-11
Hierarchical Conditional Flow: A Unified Framework for Image Super-Resolution and Image Rescaling Code
#26RRN-10L
0.79
SSIM· 2020-08-13
Revisiting Temporal Modeling for Video Super-resolution Code
#27RRN-5L
0.789
SSIM· 2020-08-13
Revisiting Temporal Modeling for Video Super-resolution Code
#28SwinIR
0.782
SSIM· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#29Real-ESRGAN
0.774
SSIM· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#30RealSR
0.767
SSIM
No paperCode
#31DFDnet
0.759
SSIM· 2020-08-02
Blind Face Restoration via Deep Multi-scale Component Dictionaries Code
#32GFPGAN
0.745
SSIM· 2021-01-11
Towards Real-World Blind Face Restoration with Generative Facial Prior Code