3D Object Super-Resolution on IXI

Metric: SSIM for 2x T2w (higher is better)

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#	Model↕	SSIM for 2x T2w▼	Extra Data	Paper	Date↕	Code
1	EDSR+MMHCA	0.9877	No	Multimodal Multi-Head Convolutional Attention wi...	2022-04-08	Code
2	SERAN	0.9874	No	-	-	-
3	CSN	0.9863	No	Channel Splitting Network for Single MR Image Su...	2018-10-15	-
4	IDN	0.9846	No	Fast and Accurate Single Image Super-Resolution ...	2018-03-26	Code
5	RDN	0.9838	No	Residual Dense Network for Image Super-Resolution	2018-02-24	Code
6	CNN-IL	0.9837	No	Convolutional Neural Networks with Intermediate ...	2020-01-05	Code
7	VDSR	0.9836	No	Accurate Image Super-Resolution Using Very Deep ...	2015-11-14	Code
8	SRCNN	0.9796	No	Image Super-Resolution Using Deep Convolutional ...	2014-12-31	Code
9	T2Net	0.872	No	Task Transformer Network for Joint MRI Reconstru...	2021-06-12	Code

#1EDSR+MMHCASOTA
0.9877
SSIM for 2x T2w· 2022-04-08
Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution Code
#2SERAN
0.9874
SSIM for 2x T2w
No paper
#3CSNSOTA
0.9863
SSIM for 2x T2w· 2018-10-15
Channel Splitting Network for Single MR Image Super-Resolution
#4IDNSOTA
0.9846
SSIM for 2x T2w· 2018-03-26
Fast and Accurate Single Image Super-Resolution via Information Distillation Network Code
#5RDNSOTA
0.9838
SSIM for 2x T2w· 2018-02-24
Residual Dense Network for Image Super-Resolution Code
#6CNN-IL
0.9837
SSIM for 2x T2w· 2020-01-05
Convolutional Neural Networks with Intermediate Loss for 3D Super-Resolution of CT and MRI Scans Code
#7VDSRSOTA
0.9836
SSIM for 2x T2w· 2015-11-14
Accurate Image Super-Resolution Using Very Deep Convolutional Networks Code
#8SRCNNSOTA
0.9796
SSIM for 2x T2w· 2014-12-31
Image Super-Resolution Using Deep Convolutional Networks Code
#9T2Net
0.872
SSIM for 2x T2w· 2021-06-12
Task Transformer Network for Joint MRI Reconstruction and Super-Resolution Code