3D Human Pose Estimation on MSU Video Super Resolution Benchmark: Detail Restoration

Metric: 1 - LPIPS (lower is better)

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Results

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#	Model↕	1 - LPIPS▲	Extra Data	Paper	Date↕	Code
1	DFDnet	0.623	No	Blind Face Restoration via Deep Multi-scale Comp...	2020-08-02	Code
2	TDAN	0.721	No	TDAN: Temporally Deformable Alignment Network fo...	2018-12-07	Code
3	RBPN	0.74	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
4	iSeeBetter	0.741	No	iSeeBetter: Spatio-temporal video super-resoluti...	2020-06-13	Code
5	ESPCN	0.765	No	Real-Time Single Image and Video Super-Resolutio...	2016-09-16	Code
6	GFPGAN	0.793	No	Towards Real-World Blind Face Restoration with G...	2021-01-11	Code
7	RSDN	0.819	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
8	RRN-10L	0.842	No	Revisiting Temporal Modeling for Video Super-res...	2020-08-13	Code
9	RRN-5L	0.856	No	Revisiting Temporal Modeling for Video Super-res...	2020-08-13	Code
10	waifu2x-anime	0.856	No	-	-	-
11	TGA	0.859	No	Video Super-resolution with Temporal Group Atten...	2020-07-21	Code
12	DynaVSR-V	0.859	No	DynaVSR: Dynamic Adaptive Blind Video Super-Reso...	2020-11-09	Code
13	waifu2x-cunet	0.861	No	-	-	-
14	DUF-16L	0.868	No	-	-	Code
15	DUF-28L	0.87	No	-	-	Code
16	Real-ESRnet	0.871	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
17	SRMD	0.877	No	Learning a Single Convolutional Super-Resolution...	2017-12-17	Code
18	COMISR	0.879	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
19	DynaVSR-R	0.884	No	DynaVSR: Dynamic Adaptive Blind Video Super-Reso...	2020-11-09	Code
20	Real-ESRGAN	0.895	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
21	SOF-VSR-BD	0.895	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
22	SwinIR	0.895	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
23	LGFN	0.903	No	-	-	Code
24	SOF-VSR-BI	0.904	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
25	RealSR	0.911	No	-	-	Code
26	D3Dnet	0.915	No	Deformable 3D Convolution for Video Super-Resolu...	2020-04-06	Code
27	DBVSR	0.921	No	Deep Blind Video Super-resolution	2020-03-10	Code
28	HCFlow	0.923	No	Hierarchical Conditional Flow: A Unified Framewo...	2021-08-11	Code
29	VRT	0.929	No	VRT: A Video Restoration Transformer	2022-01-28	Code
30	TMNet	0.931	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
31	BasicVSR	0.934	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
32	ESRGAN	0.948	No	ESRGAN: Enhanced Super-Resolution Generative Adv...	2018-09-01	Code

#1DFDnetSOTA
0.623
1 - LPIPS· 2020-08-02
Blind Face Restoration via Deep Multi-scale Component Dictionaries Code
#2TDANSOTA
0.721
1 - LPIPS· 2018-12-07
TDAN: Temporally Deformable Alignment Network for Video Super-Resolution Code
#3RBPN
0.74
1 - LPIPS· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#4iSeeBetter
0.741
1 - LPIPS· 2020-06-13
iSeeBetter: Spatio-temporal video super-resolution using recurrent generative back-projection networks Code
#5ESPCNSOTA
0.765
1 - LPIPS· 2016-09-16
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network Code
#6GFPGAN
0.793
1 - LPIPS· 2021-01-11
Towards Real-World Blind Face Restoration with Generative Facial Prior Code
#7RSDN
0.819
1 - LPIPS· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#8RRN-10L
0.842
1 - LPIPS· 2020-08-13
Revisiting Temporal Modeling for Video Super-resolution Code
#9RRN-5L
0.856
1 - LPIPS· 2020-08-13
Revisiting Temporal Modeling for Video Super-resolution Code
#10waifu2x-anime
0.856
1 - LPIPS
No paper
#11TGA
0.859
1 - LPIPS· 2020-07-21
Video Super-resolution with Temporal Group Attention Code
#12DynaVSR-V
0.859
1 - LPIPS· 2020-11-09
DynaVSR: Dynamic Adaptive Blind Video Super-Resolution Code
#13waifu2x-cunet
0.861
1 - LPIPS
No paper
#14DUF-16L
0.868
1 - LPIPS
No paperCode
#15DUF-28L
0.87
1 - LPIPS
No paperCode
#16Real-ESRnet
0.871
1 - LPIPS· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#17SRMD
0.877
1 - LPIPS· 2017-12-17
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations Code
#18COMISR
0.879
1 - LPIPS· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#19DynaVSR-R
0.884
1 - LPIPS· 2020-11-09
DynaVSR: Dynamic Adaptive Blind Video Super-Resolution Code
#20Real-ESRGAN
0.895
1 - LPIPS· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#21SOF-VSR-BD
0.895
1 - LPIPS· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#22SwinIR
0.895
1 - LPIPS· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#23LGFN
0.903
1 - LPIPS
No paperCode
#24SOF-VSR-BI
0.904
1 - LPIPS· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#25RealSR
0.911
1 - LPIPS
No paperCode
#26D3Dnet
0.915
1 - LPIPS· 2020-04-06
Deformable 3D Convolution for Video Super-Resolution Code
#27DBVSR
0.921
1 - LPIPS· 2020-03-10
Deep Blind Video Super-resolution Code
#28HCFlow
0.923
1 - LPIPS· 2021-08-11
Hierarchical Conditional Flow: A Unified Framework for Image Super-Resolution and Image Rescaling Code
#29VRT
0.929
1 - LPIPS· 2022-01-28
VRT: A Video Restoration Transformer Code
#30TMNet
0.931
1 - LPIPS· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#31BasicVSR
0.934
1 - LPIPS· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#32ESRGAN
0.948
1 - LPIPS· 2018-09-01
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks Code