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  ![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F17081610%2F664b109668f5964d21106dc31d627cde%2Ffig1.png?generation=1718913989937754&alt=media)
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  As part of an ongoing worldwide effort to comprehend and monitor insect biodiversity, We presents the BIOSCAN-5M Insect dataset to the machine learning community. BIOSCAN-5M is a comprehensive dataset containing multi-modal information for over 5 million insect specimens,
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  and it significantly expands existing image-based biological datasets by including taxonomic labels, raw nucleotide barcode sequences, assigned barcode index numbers, geographical information, and specimen size.
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- ## Dataset Details
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-
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- ### Dataset Description
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-
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- Each record of the BIOSCAN-5M dataset contains six primary attributes:
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  - RGB image
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  - DNA barcode sequence
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  - Barcode Index Number (BIN)
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  - Specimen size
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-
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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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- Users should be made aware of the risks, biases and limitations of the dataset. More information needed for further recommendations.
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-
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  ## Citation
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- **BibTeX:**
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-
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  ```
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  @misc{gharaee2024bioscan5m,
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  title={{BIOSCAN-5M}: A Multimodal Dataset for Insect Biodiversity},
 
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  ![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F17081610%2F664b109668f5964d21106dc31d627cde%2Ffig1.png?generation=1718913989937754&alt=media)
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+ ### Overview
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  As part of an ongoing worldwide effort to comprehend and monitor insect biodiversity, We presents the BIOSCAN-5M Insect dataset to the machine learning community. BIOSCAN-5M is a comprehensive dataset containing multi-modal information for over 5 million insect specimens,
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  and it significantly expands existing image-based biological datasets by including taxonomic labels, raw nucleotide barcode sequences, assigned barcode index numbers, geographical information, and specimen size.
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+ Every record has **both image and DNA** data. Each record of the BIOSCAN-5M dataset contains six primary attributes:
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  - RGB image
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  - DNA barcode sequence
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  - Barcode Index Number (BIN)
 
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  - Specimen size
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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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  ## Citation
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  ```
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  @misc{gharaee2024bioscan5m,
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  title={{BIOSCAN-5M}: A Multimodal Dataset for Insect Biodiversity},