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8 changes: 4 additions & 4 deletions README.md
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Expand Up @@ -4,8 +4,8 @@ Wenqiao Li, Xiaohao Xu, Yao Gu, Bozhong Zheng, Shenghua Gao, Yingna Wu
## 🧩News
Follow-up work [R3D-AD,ECCV24](https://arxiv.org/html/2407.10862v1).
## Introduction
This project provides a synthetic dataset for point cloud anomaly detection. We provide 3D point clouds and meshs for training and testing 3D anomaly detection algorithms.
Note that we expanded from the original 40 classes to 50 classes and put the new 10 classes in the ‘new’ folders.Our paper can be found here.[[Paper]](https://arxiv.org/abs/2311.14897)
This project provides a synthetic dataset for point cloud anomaly detection. We provide 3D point clouds and meshes for training and testing 3D anomaly detection algorithms.
Note that we expanded from the original 40 classes to 50 classes and put the new 10 classes in the ‘new’ folders. Our paper can be found here.[[Paper]](https://arxiv.org/abs/2311.14897)


## Data description
Expand Down Expand Up @@ -46,7 +46,7 @@ pcd
...
```
## Benchmark
Our benchmark is listed in our [Paper](https://arxiv.org/abs/2311.14897) and [supplymentary](https://github.com/Chopper-233/Anomaly-ShapeNet/blob/main/supp.pdf).
Our benchmark is listed in our [Paper](https://arxiv.org/abs/2311.14897) and [supplementary](https://github.com/Chopper-233/Anomaly-ShapeNet/blob/main/supp.pdf).
## Citation
Please cite the following paper if this dataset helps your project:

Expand All @@ -62,7 +62,7 @@ Please cite the following paper if this dataset helps your project:
```
## Thanks

Our dataset and code is built on [Real3D-AD](https://github.com/eliahuhorwitz/3D-ADS) and [M3DM](https://github.com/nomewang/M3DM), thanks for their excellent works!
Our dataset and code are built on [Real3D-AD](https://github.com/eliahuhorwitz/3D-ADS) and [M3DM](https://github.com/nomewang/M3DM), thanks for their excellent works!

## License
The dataset is released under the CC BY 4.0 license.