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image-super-resolution-on-ixi
Image Super-Resolution
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ModelName
ReleaseDate
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Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution
✓ Link
40.43
32.70
0.9469
0.9877
EDSR+MMHCA
2022-04-08
MR Image Super-Resolution With Squeeze and Excitation Reasoning Attention Network
40.30
32.62
0.9472
0.9874
SERAN
2021-06-19
Channel Splitting Network for Single MR Image Super-Resolution
39.71
32.05
0.9413
0.9863
CSN
2018-10-15
Fast and Accurate Single Image Super-Resolution via Information Distillation Network
✓ Link
39.09
31.37
0.9312
0.9846
IDN
2018-03-26
Residual Dense Network for Image Super-Resolution
✓ Link
38.75
31.45
0.9324
0.9838
RDN
2018-02-24
Convolutional Neural Networks with Intermediate Loss for 3D Super-Resolution of CT and MRI Scans
✓ Link
38.67
30.57
0.9210
0.9837
CNN-IL
2020-01-05
Accurate Image Super-Resolution Using Very Deep Convolutional Networks
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38.65
30.79
0.9240
0.9836
VDSR
2015-11-14
Image Super-Resolution Using Deep Convolutional Networks
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37.32
29.69
0.9052
0.9796
SRCNN
2014-12-31
Task Transformer Network for Joint MRI Reconstruction and Super-Resolution
✓ Link
29.38
28.66
0.8500
0.8720
T2Net
2021-06-12