Medical Image Registration on IXI

Metric: DSC (higher is better)

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#	Model↕	DSC▼	Extra Data	Paper	Date↕	Code
1	LL_Net	0.767	No	-	-	Code
2	OFG + TransMorph	0.76	No	On-the-Fly Guidance Training for Medical Image R...	2023-08-29	Code
3	TransMorph	0.744	No	TransMorph: Transformer for unsupervised medical...	2021-11-19	Code
4	OFG + ViT-V-Net	0.738	No	On-the-Fly Guidance Training for Medical Image R...	2023-08-29	Code
5	OFG + VoxelMorph	0.737	No	On-the-Fly Guidance Training for Medical Image R...	2023-08-29	Code
6	EfficientMorph	0.732	No	EfficientMorph: Parameter-Efficient Transformer-...	2024-03-16	Code
7	ViT-V-Net	0.716	No	ViT-V-Net: Vision Transformer for Unsupervised V...	2021-04-13	Code
8	VoxelMorph	0.714	No	VoxelMorph: A Learning Framework for Deformable ...	2018-09-14	Code

#1LL_Net
0.767
DSC
No paperCode
#2OFG + TransMorphSOTA
0.76
DSC· 2023-08-29
On-the-Fly Guidance Training for Medical Image Registration Code
#3TransMorphSOTA
0.744
DSC· 2021-11-19
TransMorph: Transformer for unsupervised medical image registration Code
#4OFG + ViT-V-Net
0.738
DSC· 2023-08-29
On-the-Fly Guidance Training for Medical Image Registration Code
#5OFG + VoxelMorph
0.737
DSC· 2023-08-29
On-the-Fly Guidance Training for Medical Image Registration Code
#6EfficientMorph
0.732
DSC· 2024-03-16
EfficientMorph: Parameter-Efficient Transformer-Based Architecture for 3D Image Registration Code
#7ViT-V-NetSOTA
0.716
DSC· 2021-04-13
ViT-V-Net: Vision Transformer for Unsupervised Volumetric Medical Image Registration Code
#8VoxelMorphSOTA
0.714
DSC· 2018-09-14
VoxelMorph: A Learning Framework for Deformable Medical Image Registration Code