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@@ -6,6 +6,7 @@ size_categories:
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  - 1M<n<10M
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  pretty_name: BIOSCAN-5M
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  ---
 
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  # Dataset Card for BIOSCAN-5M
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  ![image/png](https://cdn-uploads.huggingface.co/production/uploads/64cac7e17221ef3c7e2eed1f/ZgP3fd2Z9eVgucsZHYYvA.png)
@@ -23,33 +24,10 @@ Every record has **both image and DNA** data. Each record of the BIOSCAN-5M data
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  - Geographical information
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  - Specimen size
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-
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- ### Copyright and License
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- The images included in the BIOSCAN-5M dataset available through this repository are subject to copyright
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- and licensing restrictions shown in the following:
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-
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- - **Copyright Holder:** CBG Photography Group
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- - **Copyright Institution:** Centre for Biodiversity Genomics (email:[email protected])
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- - **Photographer:** CBG Robotic Imager
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- - **Copyright License:** Creative Commons Attribution 3.0 Unported ([CC BY 3.0](https://creativecommons.org/licenses/by/3.0/))
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- - **Copyright Contact:** [email protected]
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- - **Copyright Year:** 2021
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-
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- ### Dataset Sources
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-
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- <!-- Provide the basic links for the dataset. -->
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-
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- - **Dataset website:** https://biodiversitygenomics.net/5M-insects/
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- - **Google Drive:** https://drive.google.com/drive/u/1/folders/1Jc57eKkeiYrnUBc9WlIp-ZS_L1bVlT-0
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- - **GitHub repository:** https://github.com/zahrag/BIOSCAN-5M
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- - **Zenodo:** https://zenodo.org/records/11973457
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- - **Kaggle:** https://www.kaggle.com/datasets/zahragharaee/bioscan-5m/data
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- - **Paper:** https://arxiv.org/abs/2406.12723
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-
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-
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-
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  ### Citation
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  ```
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  @inproceedings{gharaee2024bioscan5m,
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  title={{BIOSCAN-5M}: A Multimodal Dataset for Insect Biodiversity},
@@ -68,6 +46,34 @@ and licensing restrictions shown in the following:
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  }
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  ```
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  ![image/png](https://cdn-uploads.huggingface.co/production/uploads/64cac7e17221ef3c7e2eed1f/DRj7GKEvV4ANbUvGSQvKA.png)
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  - 1M<n<10M
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  pretty_name: BIOSCAN-5M
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  ---
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+
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  # Dataset Card for BIOSCAN-5M
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  ![image/png](https://cdn-uploads.huggingface.co/production/uploads/64cac7e17221ef3c7e2eed1f/ZgP3fd2Z9eVgucsZHYYvA.png)
 
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  - Geographical information
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  - Specimen size
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  ### Citation
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+ If you make use of the BIOSCAN-5M dataset and/or its code repository, please cite the following paper:
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+
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  ```
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  @inproceedings{gharaee2024bioscan5m,
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  title={{BIOSCAN-5M}: A Multimodal Dataset for Insect Biodiversity},
 
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  }
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  ```
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+ ## Dataset Access
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+
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+ To clone this dataset repository, use the following command:
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+
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+ ```bash
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+ GIT_LFS_SKIP_SMUDGE=1 git clone https://huggingface.co/datasets/Gharaee/BIOSCAN-5M
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+ ```
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+
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+ ### Dataset Sources
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+
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+ - **Dataset website:** https://biodiversitygenomics.net/5M-insects/
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+ - **GoogleDrive:** https://drive.google.com/drive/u/1/folders/1Jc57eKkeiYrnUBc9WlIp-ZS_L1bVlT-0
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+ - **GitHub:** https://github.com/zahrag/BIOSCAN-5M
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+ - **Zenodo:** https://zenodo.org/records/11973457
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+ - **Kaggle:** https://www.kaggle.com/datasets/zahragharaee/bioscan-5m/data
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+ - **Paper:** https://arxiv.org/abs/2406.12723
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+
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+
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  ![image/png](https://cdn-uploads.huggingface.co/production/uploads/64cac7e17221ef3c7e2eed1f/DRj7GKEvV4ANbUvGSQvKA.png)
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+ ### Copyright and License
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+ The images included in the BIOSCAN-5M dataset available through this repository are subject to copyright
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+ and licensing restrictions shown in the following:
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+
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+ - **Copyright Holder:** CBG Photography Group
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+ - **Copyright Institution:** Centre for Biodiversity Genomics (email:[email protected])
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+ - **Photographer:** CBG Robotic Imager
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+ - **Copyright License:** Creative Commons Attribution 3.0 Unported ([CC BY 3.0](https://creativecommons.org/licenses/by/3.0/))
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+ - **Copyright Contact:** [email protected]
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+ - **Copyright Year:** 2021