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  ## Considerations for Using the Data
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- ### Discussion of Biases and Other Known Limitations
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- ### Recommendations
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  ## <mark>Licensing Information</mark>
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  The data (images) contain a variety of licensing restrictions ranging from [CC0](https://creativecommons.org/publicdomain/zero/1.0/) to [CC BY-NC](https://creativecommons.org/licenses/by-nc/4.0/). Each image in this dataset is provided under the least restrictive terms allowed by its licensing requirements as provided to us (i.e., we impose no additional restrictions past those specified by licenses in the license file).
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  ## Acknowledgements
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- ## More Information
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  ## Dataset Card Authors
 
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  ## Considerations for Using the Data
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+ The fish-10 K and Butterfly-10K datasets are not balanced for the species classification task, while the bird-10 K dataset is balanced. Since the fish images are collected from different museums, they may inherit a small bias.
 
 
 
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  ## <mark>Licensing Information</mark>
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  The data (images) contain a variety of licensing restrictions ranging from [CC0](https://creativecommons.org/publicdomain/zero/1.0/) to [CC BY-NC](https://creativecommons.org/licenses/by-nc/4.0/). Each image in this dataset is provided under the least restrictive terms allowed by its licensing requirements as provided to us (i.e., we impose no additional restrictions past those specified by licenses in the license file).
 
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  ## Acknowledgements
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+ This work was supported by the Imageomics Institute, which is funded by the US National Science Foundation's Harnessing the Data Revolution (HDR) program under Award #2118240 (Imageomics: A New Frontier of Biological Information Powered by Knowledge-Guided Machine Learning). Any opinions, findings and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the National Science Foundation.
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  ## Dataset Card Authors