Image Super Resolution On Ixi

指标

PSNR 2x T2w

PSNR 4x T2w

SSIM 4x T2w

SSIM for 2x T2w

结果

各模型在此基准测试上的性能结果

					论文标题	代码
EDSR+MMHCA	40.43	32.70	0.9469	0.9877	Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution
SERAN	40.30	32.62	0.9472	0.9874	MR Image Super-Resolution With Squeeze and Excitation Reasoning Attention Network
CSN	39.71	32.05	0.9413	0.9863	Channel Splitting Network for Single MR Image Super-Resolution
IDN	39.09	31.37	0.9312	0.9846	Fast and Accurate Single Image Super-Resolution via Information Distillation Network
RDN	38.75	31.45	0.9324	0.9838	Residual Dense Network for Image Super-Resolution
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
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
T2Net	29.38	28.66	0.8500	0.8720	Task Transformer Network for Joint MRI Reconstruction and Super-Resolution

0 of 9 row(s) selected.

Image Super Resolution On Ixi

指标

PSNR 2x T2w

PSNR 4x T2w

SSIM 4x T2w

SSIM for 2x T2w

结果

各模型在此基准测试上的性能结果

					论文标题	代码
EDSR+MMHCA	40.43	32.70	0.9469	0.9877	Multimodal Multi-Head Convolutional Attention with Various Kernel Sizes for Medical Image Super-Resolution
SERAN	40.30	32.62	0.9472	0.9874	MR Image Super-Resolution With Squeeze and Excitation Reasoning Attention Network
CSN	39.71	32.05	0.9413	0.9863	Channel Splitting Network for Single MR Image Super-Resolution
IDN	39.09	31.37	0.9312	0.9846	Fast and Accurate Single Image Super-Resolution via Information Distillation Network
RDN	38.75	31.45	0.9324	0.9838	Residual Dense Network for Image Super-Resolution
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
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
T2Net	29.38	28.66	0.8500	0.8720	Task Transformer Network for Joint MRI Reconstruction and Super-Resolution

0 of 9 row(s) selected.