Super-Resolution on IXI

Metric: PSNR 2x T2w (higher is better)

LeaderboardDataset

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#	Model↕	PSNR 2x T2w▼	Extra Data	Paper	Date↕	Code
1	EDSR+MMHCA	40.43	No	Multimodal Multi-Head Convolutional Attention wi...	2022-04-08	Code
2	SERAN	40.3	No	-	-	-
3	CSN	39.71	No	Channel Splitting Network for Single MR Image Su...	2018-10-15	-
4	IDN	39.09	No	Fast and Accurate Single Image Super-Resolution ...	2018-03-26	Code
5	RDN	38.75	No	Residual Dense Network for Image Super-Resolution	2018-02-24	Code
6	CNN-IL	38.67	No	Convolutional Neural Networks with Intermediate ...	2020-01-05	Code
7	VDSR	38.65	No	Accurate Image Super-Resolution Using Very Deep ...	2015-11-14	Code
8	SRCNN	37.32	No	Image Super-Resolution Using Deep Convolutional ...	2014-12-31	Code
9	T2Net	29.38	No	Task Transformer Network for Joint MRI Reconstru...	2021-06-12	Code

#1EDSR+MMHCASOTA
40.43
PSNR 2x T2w· 2022-04-08
Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution Code
#2SERAN
40.3
PSNR 2x T2w
No paper
#3CSNSOTA
39.71
PSNR 2x T2w· 2018-10-15
Channel Splitting Network for Single MR Image Super-Resolution
#4IDNSOTA
39.09
PSNR 2x T2w· 2018-03-26
Fast and Accurate Single Image Super-Resolution via Information Distillation Network Code
#5RDNSOTA
38.75
PSNR 2x T2w· 2018-02-24
Residual Dense Network for Image Super-Resolution Code
#6CNN-IL
38.67
PSNR 2x T2w· 2020-01-05
Convolutional Neural Networks with Intermediate Loss for 3D Super-Resolution of CT and MRI Scans Code
#7VDSRSOTA
38.65
PSNR 2x T2w· 2015-11-14
Accurate Image Super-Resolution Using Very Deep Convolutional Networks Code
#8SRCNNSOTA
37.32
PSNR 2x T2w· 2014-12-31
Image Super-Resolution Using Deep Convolutional Networks Code
#9T2Net
29.38
PSNR 2x T2w· 2021-06-12
Task Transformer Network for Joint MRI Reconstruction and Super-Resolution Code