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--- |
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license: cc0-1.0 |
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language: |
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- en |
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- la |
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source_datasets: |
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- imageomics/TreeOfLife-10M |
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task_categories: |
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- image-classification |
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- zero-shot-classification |
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pretty_name: TreeOfLife-10M WEBP |
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size_categories: |
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- 10M<n<100M |
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--- |
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# Dataset Card for TreeOfLife-10M-WEBP |
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## Dataset Description |
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This is an optimized version of the [TreeOfLife-10M](https://huggingface.co/datasets/imageomics/TreeOfLife-10M) dataset, |
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containing over 10 million images covering 454 thousand taxa in the tree of life. |
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This version has been processed to improve usability and reduce storage requirements while maintaining full compatibility with the original dataset structure. |
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### Dataset Summary |
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This version modifies the original dataset as follows: |
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- Corrupted files were repaired. |
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- Very large images (some >40K pixels in width) were resized so that the total number of pixels < 1,048,576 (=1024×1024), preserving aspect ratio. |
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- All images were re-encoded to WEBP format. |
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- The dataset was repacked in the same shard structure as the original to remain fully compatible. |
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The result is a significantly reduced dataset size (~500GB vs. ~2TB), with lower I/O overhead and fewer extreme image cases that can slow down training pipelines. |
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For dataset details, licensing information, taxonomy information and annotation process, please see the [original dataset card](https://huggingface.co/datasets/imageomics/TreeOfLife-10M). |
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## Limitations |
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- Maintains all original dataset limitations regarding taxonomic coverage and class imbalance |
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- Some images have been resized, which may affect fine-grained visual analysis of extremely high-resolution specimens |
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## Licensing |
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This repackaged dataset is distributed under the same licensing terms as the original TreeOfLife-10M dataset. |
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Please review the [original licensing information](https://huggingface.co/datasets/imageomics/TreeOfLife-10M#licensing-information) before using this dataset, as all terms and restrictions remain applicable. |
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## Citation |
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```bibtex |
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@dataset{treeoflife_10m, |
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author = {Samuel Stevens and Jiaman Wu and Matthew J Thompson and Elizabeth G Campolongo and Chan Hee Song and David Edward Carlyn and Li Dong and Wasila M Dahdul and Charles Stewart and Tanya Berger-Wolf and Wei-Lun Chao and Yu Su}, |
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title = {TreeOfLife-10M}, |
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year = {2023}, |
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url = {https://huggingface.co/datasets/imageomics/TreeOfLife-10M}, |
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doi = {10.57967/hf/1972}, |
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publisher = {Hugging Face} |
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} |
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@inproceedings{stevens2024bioclip, |
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title = {{B}io{CLIP}: A Vision Foundation Model for the Tree of Life}, |
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author = {Samuel Stevens and Jiaman Wu and Matthew J Thompson and Elizabeth G Campolongo and Chan Hee Song and David Edward Carlyn and Li Dong and Wasila M Dahdul and Charles Stewart and Tanya Berger-Wolf and Wei-Lun Chao and Yu Su}, |
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booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, |
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year = {2024}, |
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pages = {19412-19424} |
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} |
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``` |
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## Acknowledgments |
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This optimization builds upon the outstanding work of the original TreeOfLife-10M creators. |
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All credit for data curation, taxonomic labeling, and scientific contributions belongs to the original team at the Imageomics Institute. |
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