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Image Super Resolution On Ixi

Metrics

PSNR 2x T2w

PSNR 4x T2w

SSIM 4x T2w

SSIM for 2x T2w

Results

Performance results of various models on this benchmark

Model Name	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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