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SOTA
Image Super Resolution
Image Super Resolution On Ixi
Image Super Resolution On Ixi
Metriken
PSNR 2x T2w
PSNR 4x T2w
SSIM 4x T2w
SSIM for 2x T2w
Ergebnisse
Leistungsergebnisse verschiedener Modelle zu diesem Benchmark
Columns
Modellname
PSNR 2x T2w
PSNR 4x T2w
SSIM 4x T2w
SSIM for 2x T2w
Paper Title
Repository
SERAN
40.30
32.62
0.9472
0.9874
MR Image Super-Resolution With Squeeze and Excitation Reasoning Attention Network
-
EDSR+MMHCA
40.43
32.70
0.9469
0.9877
Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution
RDN
38.75
31.45
0.9324
0.9838
Residual Dense Network for Image Super-Resolution
CSN
39.71
32.05
0.9413
0.9863
Channel Splitting Network for Single MR Image Super-Resolution
-
T2Net
29.38
28.66
0.8500
0.8720
Task Transformer Network for Joint MRI Reconstruction and Super-Resolution
VDSR
38.65
30.79
0.9240
0.9836
Accurate Image Super-Resolution Using Very Deep Convolutional Networks
SRCNN
37.32
29.69
0.9052
0.9796
Image Super-Resolution Using Deep Convolutional Networks
IDN
39.09
31.37
0.9312
0.9846
Fast and Accurate Single Image Super-Resolution via Information Distillation Network
CNN-IL
38.67
30.57
0.9210
0.9837
Convolutional Neural Networks with Intermediate Loss for 3D Super-Resolution of CT and MRI Scans
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