ML Research Wiki / Benchmarks / Medical Image Registration / OASIS

OASIS

Medical Image Registration Benchmark

Performance Over Time

📊 Showing 8 results | 📏 Metric: DSC

Top Performing Models

Rank Model Paper DSC Date Code
1 EfficientMorph EfficientMorph: Parameter-Efficient Transformer-Based Architecture for 3D Image Registration 86.70 2024-03-16 📦 medvic-lab/efficient_morph_registration
2 Fourier-Net Fourier-Net: Fast Image Registration with Band-limited Deformation 84.70 2022-11-29 📦 xi-jia/fourier-net
3 TransMorph TransMorph: Transformer for unsupervised medical image registration 0.82 2021-11-19 📦 junyuchen245/TransMorph_Transformer_for_Medical_Image_Registration 📦 rohitrango/dio
4 OFG + TransMorph On-the-Fly Guidance Training for Medical Image Registration 0.82 2023-08-29 📦 miraclefactory/on-the-fly-guidance 📦 cilix-ai/on-the-fly-guidance
5 OFG + ViT-V-Net On-the-Fly Guidance Training for Medical Image Registration 0.81 2023-08-29 📦 miraclefactory/on-the-fly-guidance 📦 cilix-ai/on-the-fly-guidance
6 OFG + VoxelMorph On-the-Fly Guidance Training for Medical Image Registration 0.79 2023-08-29 📦 miraclefactory/on-the-fly-guidance 📦 cilix-ai/on-the-fly-guidance
7 ViT-V-Net ViT-V-Net: Vision Transformer for Unsupervised Volumetric Medical Image Registration 0.79 2021-04-13 📦 junyuchen245/ViT-V-Net_for_3D_Image_Registration_Pytorch
8 VoxelMorph VoxelMorph: A Learning Framework for Deformable Medical Image Registration 0.79 2018-09-14 📦 voxelmorph/voxelmorph 📦 winterpan2017/adlreg 📦 CIG-UCL/polaffini

All Papers (8)

medvic-lab/efficient_morph_registration
xi-jia/fourier-net
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
miraclefactory/on-the-fly-guidance cilix-ai/on-the-fly-guidance
junyuchen245/ViT-V-Net_for_3D_Image_Registration_Pytorch
voxelmorph/voxelmorph winterpan2017/adlreg