Image Super-Resolution on IXI

Metric: SSIM 4x T2w (higher is better)

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#	Model↕	SSIM 4x T2w▼	Extra Data	Paper	Date↕	Code
1	SERAN	0.9472	No	-	-	-
2	EDSR+MMHCA	0.9469	No	Multimodal Multi-Head Convolutional Attention wi...	2022-04-08	Code
3	CSN	0.9413	No	Channel Splitting Network for Single MR Image Su...	2018-10-15	-
4	RDN	0.9324	No	Residual Dense Network for Image Super-Resolution	2018-02-24	Code
5	IDN	0.9312	No	Fast and Accurate Single Image Super-Resolution ...	2018-03-26	Code
6	VDSR	0.924	No	Accurate Image Super-Resolution Using Very Deep ...	2015-11-14	Code
7	CNN-IL	0.921	No	Convolutional Neural Networks with Intermediate ...	2020-01-05	Code
8	SRCNN	0.9052	No	Image Super-Resolution Using Deep Convolutional ...	2014-12-31	Code
9	T2Net	0.85	No	Task Transformer Network for Joint MRI Reconstru...	2021-06-12	Code

#1SERAN
0.9472
SSIM 4x T2w
No paper
#2EDSR+MMHCASOTA
0.9469
SSIM 4x T2w· 2022-04-08
Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution Code
#3CSNSOTA
0.9413
SSIM 4x T2w· 2018-10-15
Channel Splitting Network for Single MR Image Super-Resolution
#4RDNSOTA
0.9324
SSIM 4x T2w· 2018-02-24
Residual Dense Network for Image Super-Resolution Code
#5IDN
0.9312
SSIM 4x T2w· 2018-03-26
Fast and Accurate Single Image Super-Resolution via Information Distillation Network Code
#6VDSRSOTA
0.924
SSIM 4x T2w· 2015-11-14
Accurate Image Super-Resolution Using Very Deep Convolutional Networks Code
#7CNN-IL
0.921
SSIM 4x T2w· 2020-01-05
Convolutional Neural Networks with Intermediate Loss for 3D Super-Resolution of CT and MRI Scans Code
#8SRCNNSOTA
0.9052
SSIM 4x T2w· 2014-12-31
Image Super-Resolution Using Deep Convolutional Networks Code
#9T2Net
0.85
SSIM 4x T2w· 2021-06-12
Task Transformer Network for Joint MRI Reconstruction and Super-Resolution Code