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

Metric: SSIM (higher is better)

LeaderboardDataset

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Results

#	Model↕	SSIM▼	Extra Data	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