1 Image, 2*2 Stitchi on Vid4 - 4x upscaling

Metric: PSNR (higher is better)

LeaderboardDataset

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#	Model↕	PSNR▼	Extra Data	Paper	Date↕	Code
1	NeuriCam-net	31.36	No	NeuriCam: Key-Frame Video Super-Resolution and C...	2022-07-25	Code
2	EvTexture+	29.78	No	EvTexture: Event-driven Texture Enhancement for ...	2024-06-19	Code
3	EvTexture	29.51	No	EvTexture: Event-driven Texture Enhancement for ...	2024-06-19	Code
4	IART	28.26	No	Enhancing Video Super-Resolution via Implicit Re...	2023-04-29	Code
5	MIA-VSR	28.2	No	Video Super-Resolution Transformer with Masked I...	2024-01-12	Code
6	CFD-PSRT	28.18	No	Collaborative Feedback Discriminative Propagatio...	2024-04-06	Code
7	PSRT-recurrent	28.07	No	Rethinking Alignment in Video Super-Resolution T...	2022-07-18	Code
8	RVRT	27.99	No	Recurrent Video Restoration Transformer with Gui...	2022-06-05	Code
9	VRT	27.93	No	VRT: A Video Restoration Transformer	2022-01-28	Code
10	BasicVSR++	27.79	No	BasicVSR++: Improving Video Super-Resolution wit...	2021-04-27	Code
11	SATeCo	27.44	No	Learning Spatial Adaptation and Temporal Coheren...	2024-03-25	-
12	IconVSR	27.39	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
13	EDVR	27.35	No	EDVR: Video Restoration with Enhanced Deformable...	2019-05-07	Code
14	VSR-DUF	27.33	No	-	-	Code
15	BasicVSR	27.24	No	BasicVSR: The Search for Essential Components in...	2020-12-03	Code
16	RBPN/6-PF	27.12	No	Recurrent Back-Projection Network for Video Supe...	2019-03-25	Code
17	VideoGigaGAN	27.04	No	VideoGigaGAN: Towards Detail-rich Video Super-Re...	2024-04-18	-
18	SOF-VSR	26.01	No	Learning for Video Super-Resolution through HR O...	2018-09-23	Code
19	SOF-VSR	26	No	Deep Video Super-Resolution using HR Optical Flo...	2020-01-06	Code
20	TecoGAN⊖	25.89	No	Learning Temporal Coherence via Self-Supervision...	2018-11-23	Code
21	DRDVSR	25.88	No	Detail-revealing Deep Video Super-resolution	2017-04-10	Code
22	TecoGAN	25.57	No	Learning Temporal Coherence via Self-Supervision...	2018-11-23	Code
23	DBPN	25.37	No	Deep Back-Projection Networks For Super-Resolution	2018-03-07	Code
24	VESPCN	25.35	No	Real-Time Video Super-Resolution with Spatio-Tem...	2016-11-16	-
25	ESPCN	25.06	No	Real-Time Single Image and Video Super-Resolutio...	2016-09-16	Code
26	SRCNN	24.68	No	Image Super-Resolution Using Deep Convolutional ...	2014-12-31	Code
27	BRCN	24.43	No	-	-	-
28	bicubic	23.82	No	Real-Time Video Super-Resolution with Spatio-Tem...	2016-11-16	-

#1NeuriCam-netSOTA
31.36
PSNR· 2022-07-25
NeuriCam: Key-Frame Video Super-Resolution and Colorization for IoT Cameras Code
#2EvTexture+
29.78
PSNR· 2024-06-19
EvTexture: Event-driven Texture Enhancement for Video Super-Resolution Code
#3EvTexture
29.51
PSNR· 2024-06-19
EvTexture: Event-driven Texture Enhancement for Video Super-Resolution Code
#4IART
28.26
PSNR· 2023-04-29
Enhancing Video Super-Resolution via Implicit Resampling-based Alignment Code
#5MIA-VSR
28.2
PSNR· 2024-01-12
Video Super-Resolution Transformer with Masked Inter&Intra-Frame Attention Code
#6CFD-PSRT
28.18
PSNR· 2024-04-06
Collaborative Feedback Discriminative Propagation for Video Super-Resolution Code
#7PSRT-recurrentSOTA
28.07
PSNR· 2022-07-18
Rethinking Alignment in Video Super-Resolution Transformers Code
#8RVRTSOTA
27.99
PSNR· 2022-06-05
Recurrent Video Restoration Transformer with Guided Deformable Attention Code
#9VRTSOTA
27.93
PSNR· 2022-01-28
VRT: A Video Restoration Transformer Code
#10BasicVSR++SOTA
27.79
PSNR· 2021-04-27
BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and Alignment Code
#11SATeCo
27.44
PSNR· 2024-03-25
Learning Spatial Adaptation and Temporal Coherence in Diffusion Models for Video Super-Resolution
#12IconVSRSOTA
27.39
PSNR· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#13EDVRSOTA
27.35
PSNR· 2019-05-07
EDVR: Video Restoration with Enhanced Deformable Convolutional Networks Code
#14VSR-DUF
27.33
PSNR
No paperCode
#15BasicVSR
27.24
PSNR· 2020-12-03
BasicVSR: The Search for Essential Components in Video Super-Resolution and Beyond Code
#16RBPN/6-PFSOTA
27.12
PSNR· 2019-03-25
Recurrent Back-Projection Network for Video Super-Resolution Code
#17VideoGigaGAN
27.04
PSNR· 2024-04-18
VideoGigaGAN: Towards Detail-rich Video Super-Resolution
#18SOF-VSRSOTA
26.01
PSNR· 2018-09-23
Learning for Video Super-Resolution through HR Optical Flow Estimation Code
#19SOF-VSR
26
PSNR· 2020-01-06
Deep Video Super-Resolution using HR Optical Flow Estimation Code
#20TecoGAN⊖
25.89
PSNR· 2018-11-23
Learning Temporal Coherence via Self-Supervision for GAN-based Video Generation Code
#21DRDVSRSOTA
25.88
PSNR· 2017-04-10
Detail-revealing Deep Video Super-resolution Code
#22TecoGAN
25.57
PSNR· 2018-11-23
Learning Temporal Coherence via Self-Supervision for GAN-based Video Generation Code
#23DBPN
25.37
PSNR· 2018-03-07
Deep Back-Projection Networks For Super-Resolution Code
#24VESPCNSOTA
25.35
PSNR· 2016-11-16
Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion Compensation
#25ESPCNSOTA
25.06
PSNR· 2016-09-16
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network Code
#26SRCNNSOTA
24.68
PSNR· 2014-12-31
Image Super-Resolution Using Deep Convolutional Networks Code
#27BRCN
24.43
PSNR
No paper
#28bicubic
23.82
PSNR· 2016-11-16
Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion Compensation