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# Shape Generation and Completion Through Point-Voxel Diffusion # Shape Generation and Completion Through Point-Voxel Diffusion
<center> <p align="center">
<img src="assets/pvd_teaser.gif" width="80%"/> <img src="assets/pvd_teaser.gif" width="80%"/>
</center> </p>
[Project](https://alexzhou907.github.io/pvd) | [Paper](https://arxiv.org/abs/2104.03670) [Project](https://alexzhou907.github.io/pvd) | [Paper](https://arxiv.org/abs/2104.03670)
@ -68,26 +68,26 @@ $ python train_generation.py --category car|chair|airplane --model MODEL_PATH
## Results ## Results
Some generation and completion results are as follows. Some generation and completion results are as follows.
<center> <p align="center">
<img src="assets/gen_comp.gif" width="60%"/> <img src="assets/gen_comp.gif" width="60%"/>
</center> </p>
Multimodal completion on ShapeNet chair. Multimodal completion on a ShapeNet chair.
<center> <p align="center">
<img src="assets/mm_shapenet.gif" width="80%"/> <img src="assets/mm_shapenet.gif" width="80%"/>
</center> </p>
Multimodal completion on PartNet. Multimodal completion on PartNet.
<center> <<p align="center">>
<img src="assets/mm_partnet.gif" width="80%"/> <img src="assets/mm_partnet.gif" width="80%"/>
</center> </p>
Multimodal completion on RedWood 3DScan Chairs. Multimodal completion on two Redwood 3DScan chairs.
<center> <<p align="center">>
<img src="assets/mm_redwood.gif" width="80%"/> <img src="assets/mm_redwood.gif" width="80%"/>
</center> </p>
## Reference ## Reference