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README.md

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# pointnet.pytorch
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This repo is implementation for PointNet in pytorch https://arxiv.org/abs/1612.00593 in pytorch. The model is in file `pointnet.py`.
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# Download data and running
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```
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bash build.sh #build C++ code for visualization
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bash download.sh #download dataset
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python train_classification.py #train 3D model classification
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python python train_segmentation.py # train 3D model segmentaion
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python show_seg.py --model seg/seg_model_20.pth # show segmentation results
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```
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# Performance
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Without heavy tuning, PointNet can achieve 80-90% performance in classification and segmentaion on this [dataset](http://web.stanford.edu/~ericyi/project_page/part_annotation/index.html).
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Sample segmentation result:
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![seg](https://raw.githubusercontent.com/fxia22/pointnet.pytorch/master/misc/show3d.png?token=AE638Oy51TL2HDCaeCF273X_-Bsy6-E2ks5Y_BUzwA%3D%3D)
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#Links
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-[Project Page](http://stanford.edu/~rqi/pointnet/)
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-[Tensorflow implementation](https://github.com/charlesq34/pointnet)

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