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add notion about model alignment in demo, change cite to cvpr
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ywang committed Mar 22, 2020
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# Neural Cages for Detail-Preserving 3D Deformations
[[project page][project-page]][[pdf][arxiv-pdf]][[supplemental][supp-pdf]]
[[project page][project-page]][[pdf][pdf]][[supplemental][supp-pdf]]
## Installation
```bash
git clone --recursive https://github.com/yifita/deep_cage.git
Expand All @@ -20,6 +20,8 @@ install Thea https://github.com/sidch/Thea to batch render outputs

## Demo
- deform source shape to target shape
<p class="callout warning">:exclamation: To test your with your own chair models, please make sure that your data is axis-aligned in the same way as our provided examples. </p>

```bash
# results will be saved in trained_models/chair_ablation_full/test
python cage_deformer_3d.py --dataset SHAPENET --full_net --bottleneck_size 256 --n_fold 2 --ckpt trained_models/chair_ablation_full/net_final.pth --target_model data/shapenet_target/**/*.obj --source_model data/elaborated_chairs/throne_no_base.obj data/elaborated_chairs/Chaise_longue_noir_House_Doctor.ply --subdir fancy_chairs --phase test --is_poly
Expand All @@ -45,17 +47,17 @@ python optimize_cage.py --ckpt trained_models/rpose_mlp/net_final.pth --nepochs
```

[project-page]: https://yifita.github.io/publication/deep_cage/
[pdf]: https://igl.ethz.ch/projects/neural-cage/06035.pdf
[arxiv-pdf]: https://arxiv.org/pdf/1912.06395.pdf
[supp-pdf]: https://yifita.github.io/publication/deep_cage/supplemental.pdf
[supp-pdf]: https://igl.ethz.ch/projects/neural-cage/06035-supp.pdf

## cite
```
@misc{yifan2019neural,
title={Neural Cages for Detail-Preserving 3D Deformations},
author={Wang Yifan and Noam Aigerman and Vladimir Kim and Siddhartha Chaudhuri and Olga Sorkine-Hornung},
year={2019},
eprint={1912.06395},
archivePrefix={arXiv},
primaryClass={cs.GR}
@inproceedings{Yifan:NeuralCage:2020,
author={Wang Yifan and Noam Aigerman and Vladimir G. Kim and Siddhartha Chaudhuri and Olga Sorkine-Hornung},
title={Neural Cages for Detail-Preserving 3D Deformations},
booktitle = {CVPR},
year = {2020},
}
```

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