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license: cc-by-4.0 |
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task_categories: |
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- object-detection |
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license: mit |
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tags: |
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- computer vision |
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- amodal-tracking |
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- object-tracking |
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- amodal-perception |
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--- |
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# Segment-Object Dataset |
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<!-- Provide a quick summary of the dataset. --> |
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This dataset is collected from [LVIS](https://www.lvisdataset.org/) and [COCO](https://cocodataset.org/#home). We employed the segments in this dataset to implement [PasteNOcclude](https://github.com/WesleyHsieh0806/Amodal-Expander?tab=readme-ov-file#rabbit2-pastenocclude) augmentation proposed in [Tracking Any Object Amodally]((https://tao-amodal.github.io/)). |
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[**📙 Project Page**](https://tao-amodal.github.io/) | [**💻 Code**](https://github.com/WesleyHsieh0806/TAO-Amodal) | [**📎 Paper Link**](https://arxiv.org/abs/2312.12433) | [**✏️ Citations**](#citations) |
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<div align="center"> |
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<a href="https://tao-amodal.github.io/"><img width="95%" alt="TAO-Amodal" src="https://tao-amodal.github.io/static/images/webpage_preview.png"></a> |
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</div> |
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</br> |
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Contact: [🙋🏻♂️Cheng-Yen (Wesley) Hsieh](https://wesleyhsieh0806.github.io/) |
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### Dataset Download |
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```bash |
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git lfs install |
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git clone git@hf.co:datasets/chengyenhsieh/TAO-Amodal-Segment-Object-Large |
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``` |
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After downloading this dataset, check [here](https://github.com/WesleyHsieh0806/Amodal-Expander/tree/main?tab=readme-ov-file#running-training-and-inference) to see how to train our Amodal Expander with PasteNOcclude. |
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## 📚 Dataset Structure |
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The dataset should be structured like this: |
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```bash |
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TAO-Amodal-Segment-Object-Large |
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├── train-2017 |
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│ ├── OOOOOO_XXX.jpg |
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└── segment_object.json |
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``` |
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## 📚 File Descriptions |
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| File Name | Description | |
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| -------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | |
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| segment_object.json | Mask annotations of each segment object | |
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## Citation |
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<!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. --> |
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``` |
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@misc{hsieh2023tracking, |
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title={Tracking Any Object Amodally}, |
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author={Cheng-Yen Hsieh and Tarasha Khurana and Achal Dave and Deva Ramanan}, |
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year={2023}, |
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eprint={2312.12433}, |
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archivePrefix={arXiv}, |
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primaryClass={cs.CV} |
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} |
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``` |
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