ML Research Wiki / Benchmarks / Medical Image Registration / IXI

IXI

Medical Image Registration Benchmark

Performance Over Time

📊 Showing 7 results | 📏 Metric: DSC

Top Performing Models

Rank Model Paper DSC Date Code
1 OFG + TransMorph On-the-Fly Guidance Training for Medical Image Registration 0.76 2023-08-29 📦 miraclefactory/on-the-fly-guidance 📦 cilix-ai/on-the-fly-guidance
2 TransMorph TransMorph: Transformer for unsupervised medical image registration 0.74 2021-11-19 📦 junyuchen245/TransMorph_Transformer_for_Medical_Image_Registration 📦 rohitrango/dio
3 OFG + ViT-V-Net On-the-Fly Guidance Training for Medical Image Registration 0.74 2023-08-29 📦 miraclefactory/on-the-fly-guidance 📦 cilix-ai/on-the-fly-guidance
4 OFG + VoxelMorph On-the-Fly Guidance Training for Medical Image Registration 0.74 2023-08-29 📦 miraclefactory/on-the-fly-guidance 📦 cilix-ai/on-the-fly-guidance
5 EfficientMorph EfficientMorph: Parameter-Efficient Transformer-Based Architecture for 3D Image Registration 0.73 2024-03-16 📦 medvic-lab/efficient_morph_registration
6 ViT-V-Net ViT-V-Net: Vision Transformer for Unsupervised Volumetric Medical Image Registration 0.72 2021-04-13 📦 junyuchen245/ViT-V-Net_for_3D_Image_Registration_Pytorch
7 VoxelMorph VoxelMorph: A Learning Framework for Deformable Medical Image Registration 0.71 2018-09-14 📦 voxelmorph/voxelmorph 📦 winterpan2017/adlreg 📦 CIG-UCL/polaffini

All Papers (7)

miraclefactory/on-the-fly-guidance cilix-ai/on-the-fly-guidance
junyuchen245/TransMorph_Transformer_for_Medical_Image_Registration rohitrango/dio
miraclefactory/on-the-fly-guidance cilix-ai/on-the-fly-guidance
miraclefactory/on-the-fly-guidance cilix-ai/on-the-fly-guidance
medvic-lab/efficient_morph_registration
junyuchen245/ViT-V-Net_for_3D_Image_Registration_Pytorch
voxelmorph/voxelmorph winterpan2017/adlreg