1 Image, 2*2 Stitchi on MSU Video Super Resolution Benchmark: Detail Restoration

Metric: ERQAv1.0 (higher is better)

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#	Model↕	ERQAv1.0▼	Extra Data	Paper	Date↕	Code
1	VRT	0.758	No	VRT: A Video Restoration Transformer	2022-01-28	Code
2	BasicVSR	0.75	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
3	iSeeBetter	0.748	No	iSeeBetter: Spatio-temporal video super-resoluti...	2020-06-13	Code
4	RBPN	0.746	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
5	LGFN	0.74	No	-	-	Code
6	DBVSR	0.737	No	Deep Blind Video Super-resolution	2020-03-10	Code
7	ESRGAN	0.735	No	ESRGAN: Enhanced Super-Resolution Generative Adv...	2018-09-01	Code
8	HCFlow	0.713	No	Hierarchical Conditional Flow: A Unified Framewo...	2021-08-11	Code
9	TMNet	0.712	No	Temporal Modulation Network for Controllable Spa...	2021-04-21	Code
10	DynaVSR-R	0.709	No	DynaVSR: Dynamic Adaptive Blind Video Super-Reso...	2020-11-09	Code
11	TDAN	0.706	No	TDAN: Temporally Deformable Alignment Network fo...	2018-12-07	Code
12	RealSR	0.69	No	-	-	Code
13	D3Dnet	0.674	No	Deformable 3D Convolution for Video Super-Resolu...	2020-04-06	Code
14	TGA	0.669	No	Video Super-resolution with Temporal Group Atten...	2020-07-21	Code
15	RSDN	0.667	No	Video Super-Resolution with Recurrent Structure-...	2020-08-02	Code
16	Real-ESRGAN	0.663	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
17	SOF-VSR-BI	0.66	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
18	COMISR	0.654	No	COMISR: Compression-Informed Video Super-Resolut...	2021-05-04	Code
19	SOF-VSR-BD	0.647	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
20	DUF-28L	0.645	No	-	-	Code
21	DynaVSR-V	0.643	No	DynaVSR: Dynamic Adaptive Blind Video Super-Reso...	2020-11-09	Code
22	DUF-16L	0.641	No	-	-	Code
23	RRN-10L	0.627	No	Revisiting Temporal Modeling for Video Super-res...	2020-08-13	Code
24	SwinIR	0.618	No	SwinIR: Image Restoration Using Swin Transformer	2021-08-23	Code
25	RRN-5L	0.617	No	Revisiting Temporal Modeling for Video Super-res...	2020-08-13	Code
26	waifu2x-cunet	0.6	No	-	-	-
27	Real-ESRnet	0.598	No	Real-ESRGAN: Training Real-World Blind Super-Res...	2021-07-22	Code
28	SRMD	0.594	No	Learning a Single Convolutional Super-Resolution...	2017-12-17	Code
29	waifu2x-anime	0.57	No	-	-	-
30	GFPGAN	0.538	No	Towards Real-World Blind Face Restoration with G...	2021-01-11	Code
31	ESPCN	0.521	No	Real-Time Single Image and Video Super-Resolutio...	2016-09-16	Code
32	DFDnet	0.339	No	Blind Face Restoration via Deep Multi-scale Comp...	2020-08-02	Code

#1VRTSOTA
0.758
ERQAv1.0· 2022-01-28
VRT: A Video Restoration Transformer Code
#2BasicVSRSOTA
0.75
ERQAv1.0· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#3iSeeBetterSOTA
0.748
ERQAv1.0· 2020-06-13
iSeeBetter: Spatio-temporal video super-resolution using recurrent generative back-projection networks Code
#4RBPNSOTA
0.746
ERQAv1.0· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#5LGFN
0.74
ERQAv1.0
No paperCode
#6DBVSR
0.737
ERQAv1.0· 2020-03-10
Deep Blind Video Super-resolution Code
#7ESRGANSOTA
0.735
ERQAv1.0· 2018-09-01
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks Code
#8HCFlow
0.713
ERQAv1.0· 2021-08-11
Hierarchical Conditional Flow: A Unified Framework for Image Super-Resolution and Image Rescaling Code
#9TMNet
0.712
ERQAv1.0· 2021-04-21
Temporal Modulation Network for Controllable Space-Time Video Super-Resolution Code
#10DynaVSR-R
0.709
ERQAv1.0· 2020-11-09
DynaVSR: Dynamic Adaptive Blind Video Super-Resolution Code
#11TDAN
0.706
ERQAv1.0· 2018-12-07
TDAN: Temporally Deformable Alignment Network for Video Super-Resolution Code
#12RealSR
0.69
ERQAv1.0
No paperCode
#13D3Dnet
0.674
ERQAv1.0· 2020-04-06
Deformable 3D Convolution for Video Super-Resolution Code
#14TGA
0.669
ERQAv1.0· 2020-07-21
Video Super-resolution with Temporal Group Attention Code
#15RSDN
0.667
ERQAv1.0· 2020-08-02
Video Super-Resolution with Recurrent Structure-Detail Network Code
#16Real-ESRGAN
0.663
ERQAv1.0· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#17SOF-VSR-BI
0.66
ERQAv1.0· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#18COMISR
0.654
ERQAv1.0· 2021-05-04
COMISR: Compression-Informed Video Super-Resolution Code
#19SOF-VSR-BD
0.647
ERQAv1.0· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#20DUF-28L
0.645
ERQAv1.0
No paperCode
#21DynaVSR-V
0.643
ERQAv1.0· 2020-11-09
DynaVSR: Dynamic Adaptive Blind Video Super-Resolution Code
#22DUF-16L
0.641
ERQAv1.0
No paperCode
#23RRN-10L
0.627
ERQAv1.0· 2020-08-13
Revisiting Temporal Modeling for Video Super-resolution Code
#24SwinIR
0.618
ERQAv1.0· 2021-08-23
SwinIR: Image Restoration Using Swin Transformer Code
#25RRN-5L
0.617
ERQAv1.0· 2020-08-13
Revisiting Temporal Modeling for Video Super-resolution Code
#26waifu2x-cunet
0.6
ERQAv1.0
No paper
#27Real-ESRnet
0.598
ERQAv1.0· 2021-07-22
Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data Code
#28SRMDSOTA
0.594
ERQAv1.0· 2017-12-17
Learning a Single Convolutional Super-Resolution Network for Multiple Degradations Code
#29waifu2x-anime
0.57
ERQAv1.0
No paper
#30GFPGAN
0.538
ERQAv1.0· 2021-01-11
Towards Real-World Blind Face Restoration with Generative Facial Prior Code
#31ESPCNSOTA
0.521
ERQAv1.0· 2016-09-16
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network Code
#32DFDnet
0.339
ERQAv1.0· 2020-08-02
Blind Face Restoration via Deep Multi-scale Component Dictionaries Code