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# DeepMesh |
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Motion tracking results of DeepMesh (the proposed method). |
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Results are shown by overlaping meshes and images. Red contours are predicted results while green contours are ground truth |
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SAX | 2CH| 4CH |
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--- | --- | --- |
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<img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/sa_mid_pred.gif" width="120" height="120" /> | <img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/la_2ch_pred.gif" width="120" height="120" /> | <img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/la_4ch_pred.gif" width="120" height="120" /> |
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Comparison methods |
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FFD | dDemons | 3D-UNet | MulViMotion|MeshMotion|DeepMesh(Proposed) |
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--- | --- | --- | ---| --- | --- |
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<img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/FFD_crop.gif" width="120" height="120" /> | <img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/dDemons_crop.gif" width="120" height="120" /> | <img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/3DUnet_crop.gif" width="120" height="120" /> | <img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/MulviMotion_crop.gif" width="120" height="120" /> | <img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/MeshMotion_crop.gif" width="120" height="120" /> | <img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/DeepMesh_crop.gif" width="120" height="120" /> |
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# Network Architectures |
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**The network architecture of the Deformation network (H_D(·))** |
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<p align="center"> |
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<img src="https://github.com/qmeng99/DeepMesh/blob/main/network_architecture/DeformationNetwork.png" width="100%" height="100%"> |
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</p> |
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**The network architecture of the Motion network (H_M(·))** |
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<p align="center"> |
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<img src="https://github.com/qmeng99/DeepMesh/blob/main/network_architecture/MotionNetwork.png" width="100%" height="100%"> |
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</p> |
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**The network architecture for 2D feature learning in the Motion network** |
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<p align="center"> |
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<img src="https://github.com/qmeng99/DeepMesh/blob/main/network_architecture/2DFeatureLearning.png" width="100%" height="100%"> |
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</p> |
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**The network architecture for 3D feature learning in the Motion network** |
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<p align="center"> |
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<img src="https://github.com/qmeng99/DeepMesh/blob/main/network_architecture/3DFeatureLearning.png" width="100%" height="100%"> |
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</p> |
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