paper-with-me

Medical Image Registration 벤치마크

Medical Image Registration on IXI

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DSC

0.714 0.7272 0.7405 0.7538 0.767 2018-09 2026-09 VoxelMorph — 0.714 (2018-09-14) ViT-V-Net — 0.716 (2021-04-13) TransMorph — 0.744 (2021-11-19) OFG + TransMorph — 0.76 (2023-08-29) OFG + ViT-V-Net — 0.738 (2023-08-29) OFG + VoxelMorph — 0.737 (2023-08-29) EfficientMorph — 0.732 (2024-03-16) LL_Net — 0.767 (2024-05-27) VoxelMorph — 0.714 (2018-09-14) ViT-V-Net — 0.716 (2021-04-13) TransMorph — 0.744 (2021-11-19) OFG + TransMorph — 0.76 (2023-08-29) LL_Net — 0.767 (2024-05-27)
RankModel DSC PaperCodeYear
1 LL_Net 0.767 A light-weight rectangular decomposition large kernel convolution network for deformable medical image registration. BoyOfChu/LL_Net 2024
2 OFG + TransMorph 0.760 On-the-Fly Guidance Training for Medical Image Registration miraclefactory/on-the-fly-guidance · cilix-ai/on-the-fly-guidance 2023
3 TransMorph 0.744 TransMorph: Transformer for unsupervised medical image registration junyuchen245/TransMorph_Transformer_for_Medical_Image_Registration · rohitrango/dio 2021
4 OFG + ViT-V-Net 0.738 On-the-Fly Guidance Training for Medical Image Registration miraclefactory/on-the-fly-guidance · cilix-ai/on-the-fly-guidance 2023
5 OFG + VoxelMorph 0.737 On-the-Fly Guidance Training for Medical Image Registration miraclefactory/on-the-fly-guidance · cilix-ai/on-the-fly-guidance 2023
6 EfficientMorph 0.732 EfficientMorph: Parameter-Efficient Transformer-Based Architecture for 3D Image Registration medvic-lab/efficient_morph_registration 2024
7 ViT-V-Net 0.716 ViT-V-Net: Vision Transformer for Unsupervised Volumetric Medical Image Registration junyuchen245/ViT-V-Net_for_3D_Image_Registration_Pytorch 2021
8 VoxelMorph 0.714 VoxelMorph: A Learning Framework for Deformable Medical Image Registration voxelmorph/voxelmorph · winterpan2017/adlreg · CIG-UCL/polaffini · +6 2018
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