--- a +++ b/README.md @@ -0,0 +1,40 @@ +# DeepMesh +Motion tracking results of DeepMesh (the proposed method). +Results are shown by overlaping meshes and images. Red contours are predicted results while green contours are ground truth +SAX | 2CH| 4CH +--- | --- | --- +<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" /> + +Comparison methods +FFD | dDemons | 3D-UNet | MulViMotion|MeshMotion|DeepMesh(Proposed) +--- | --- | --- | ---| --- | --- +<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" /> + + +# Network Architectures + +**The network architecture of the Deformation network (H_D(·))** +<p align="center"> + <img src="https://github.com/qmeng99/DeepMesh/blob/main/network_architecture/DeformationNetwork.png" width="100%" height="100%"> +</p> + + +**The network architecture of the Motion network (H_M(·))** +<p align="center"> + <img src="https://github.com/qmeng99/DeepMesh/blob/main/network_architecture/MotionNetwork.png" width="100%" height="100%"> +</p> + + +**The network architecture for 2D feature learning in the Motion network** +<p align="center"> + <img src="https://github.com/qmeng99/DeepMesh/blob/main/network_architecture/2DFeatureLearning.png" width="100%" height="100%"> +</p> + + + +**The network architecture for 3D feature learning in the Motion network** +<p align="center"> + <img src="https://github.com/qmeng99/DeepMesh/blob/main/network_architecture/3DFeatureLearning.png" width="100%" height="100%"> +</p> + +