Super-Resolution on Vid4 - 4x upscaling

Metric: SSIM (higher is better)

LeaderboardDataset

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#	Model↕	SSIM▼	Extra Data	Paper	Date↕	Code
1	NeuriCam-net	0.933	No	NeuriCam: Key-Frame Video Super-Resolution and C...	2022-07-25	Code
2	EvTexture+	0.8983	No	EvTexture: Event-driven Texture Enhancement for ...	2024-06-19	Code
3	EvTexture	0.8909	No	EvTexture: Event-driven Texture Enhancement for ...	2024-06-19	Code
4	IART	0.8517	No	Enhancing Video Super-Resolution via Implicit Re...	2023-04-29	Code
5	MIA-VSR	0.8507	No	Video Super-Resolution Transformer with Masked I...	2024-01-12	Code
6	CFD-PSRT	0.8503	No	Collaborative Feedback Discriminative Propagatio...	2024-04-06	Code
7	PSRT-recurrent	0.8485	No	Rethinking Alignment in Video Super-Resolution T...	2022-07-18	Code
8	RVRT	0.8462	No	Recurrent Video Restoration Transformer with Gui...	2022-06-05	Code
9	VRT	0.8425	No	VRT: A Video Restoration Transformer	2022-01-28	Code
10	SATeCo	0.842	No	Learning Spatial Adaptation and Temporal Coheren...	2024-03-25	-
11	BasicVSR++	0.84	No	BasicVSR++: Improving Video Super-Resolution wit...	2021-04-27	Code
12	VSR-DUF	0.8319	No	-	-	Code
13	IconVSR	0.8279	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
14	EDVR	0.8264	No	EDVR: Video Restoration with Enhanced Deformable...	2019-05-07	Code
15	BasicVSR	0.8251	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
16	RBPN/6-PF	0.818	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
17	DRDVSR	0.774	No	Detail-revealing Deep Video Super-resolution	2017-04-10	Code
18	SOF-VSR	0.772	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
19	SOF-VSR	0.771	No	Learning for Video Super-Resolution through HR O...	2018-09-23	Code
20	VESPCN	0.7557	No	Real-Time Video Super-Resolution with Spatio-Tem...	2016-11-16	-
21	ESPCN	0.7394	No	Real-Time Single Image and Video Super-Resolutio...	2016-09-16	Code
22	DBPN	0.737	No	Deep Back-Projection Networks For Super-Resolution	2018-03-07	Code
23	SRCNN	0.7158	No	Image Super-Resolution Using Deep Convolutional ...	2014-12-31	Code
24	BRCN	0.662	No	-	-	-
25	bicubic	0.6548	No	Real-Time Video Super-Resolution with Spatio-Tem...	2016-11-16	-

#1NeuriCam-netSOTA
0.933
SSIM· 2022-07-25
NeuriCam: Key-Frame Video Super-Resolution and Colorization for IoT Cameras Code
#2EvTexture+
0.8983
SSIM· 2024-06-19
EvTexture: Event-driven Texture Enhancement for Video Super-Resolution Code
#3EvTexture
0.8909
SSIM· 2024-06-19
EvTexture: Event-driven Texture Enhancement for Video Super-Resolution Code
#4IART
0.8517
SSIM· 2023-04-29
Enhancing Video Super-Resolution via Implicit Resampling-based Alignment Code
#5MIA-VSR
0.8507
SSIM· 2024-01-12
Video Super-Resolution Transformer with Masked Inter&Intra-Frame Attention Code
#6CFD-PSRT
0.8503
SSIM· 2024-04-06
Collaborative Feedback Discriminative Propagation for Video Super-Resolution Code
#7PSRT-recurrentSOTA
0.8485
SSIM· 2022-07-18
Rethinking Alignment in Video Super-Resolution Transformers Code
#8RVRTSOTA
0.8462
SSIM· 2022-06-05
Recurrent Video Restoration Transformer with Guided Deformable Attention Code
#9VRTSOTA
0.8425
SSIM· 2022-01-28
VRT: A Video Restoration Transformer Code
#10SATeCo
0.842
SSIM· 2024-03-25
Learning Spatial Adaptation and Temporal Coherence in Diffusion Models for Video Super-Resolution
#11BasicVSR++SOTA
0.84
SSIM· 2021-04-27
BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and Alignment Code
#12VSR-DUF
0.8319
SSIM
No paperCode
#13IconVSRSOTA
0.8279
SSIM· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#14EDVRSOTA
0.8264
SSIM· 2019-05-07
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks Code
#15BasicVSR
0.8251
SSIM· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#16RBPN/6-PFSOTA
0.818
SSIM· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#17DRDVSRSOTA
0.774
SSIM· 2017-04-10
Detail-revealing Deep Video Super-resolution Code
#18SOF-VSR
0.772
SSIM· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#19SOF-VSR
0.771
SSIM· 2018-09-23
Learning for Video Super-Resolution through HR Optical Flow Estimation Code
#20VESPCNSOTA
0.7557
SSIM· 2016-11-16
Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion Compensation
#21ESPCNSOTA
0.7394
SSIM· 2016-09-16
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network Code
#22DBPN
0.737
SSIM· 2018-03-07
Deep Back-Projection Networks For Super-Resolution Code
#23SRCNNSOTA
0.7158
SSIM· 2014-12-31
Image Super-Resolution Using Deep Convolutional Networks Code
#24BRCN
0.662
SSIM
No paper
#25bicubic
0.6548
SSIM· 2016-11-16
Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion Compensation