--- task_categories: - zero-shot-classification - image-classification language: - en tags: - biology - image - animals - species - taxonomy - morphology - rare species - endangered species - data deficient species pretty_name: Rare Species Dataset --- # Dataset Card for Rare Species Dataset ## Dataset Description - **Homepage:** - **Repository:** - **Paper:** - **Leaderboard:** - **Point of Contact:** ### Dataset Summary This dataset uses information from [IUCN Redlist](https://www.iucnredlist.org/) to determine species that are rare (eg., endangered, critically endangered, extinct in the wild, data deficient). From this information, data (images and text) are pulled from other datasets (eg., [EOL](https://huggingface.co/datasets/imageomics/eol/)) to generate a dataset consisting of rare species for zero-shot-classification and more refined image classification tasks. There are approximately 25,000 species that fall into these categories, though the image availability for each species is yet to be determined. ### Supported Tasks and Leaderboards [More Information Needed] ### Languages [More Information Needed] ## Dataset Structure ### Data Instances [More Information Needed] ### Data Fields [More Information Needed] ### Data Splits [More Information Needed] ## Dataset Creation ### Curation Rationale This dataset was generated with the purpose of providing a test set for the [Imageomics BioCLIP model](https://huggingface.co/imageomics/bioclip) to demonstrate robustness on data with minimal training samples available. ### Source Data #### Initial Data Collection and Normalization [More Information Needed] #### Who are the source language producers? [More Information Needed] ### Annotations #### Annotation process [More Information Needed] #### Who are the annotators? [More Information Needed] ### Personal and Sensitive Information [More Information Needed] ## Considerations for Using the Data ### Social Impact of Dataset [More Information Needed] ### Discussion of Biases [More Information Needed] ### Other Known Limitations [More Information Needed] ## Additional Information ### Dataset Curators [More Information Needed] ### Licensing Information The data (images and text) contain a variety of licensing restrictions mostly within the CC family. Each image and text 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). ### Citation Information [More Information Needed] Please be sure to also cite the original data source(s) and all constituent parts as appropriate. ### Contributions The [Imageomics Institute](https://imageomics.org) is funded by the US National Science Foundation's Harnessing the Data Revolution (HDR) Institute program under [Award #2118240](https://www.nsf.gov/awardsearch/showAward?AWD_ID=2118240) (Imageomics: A New Frontier of Biological Information Powered by Knowledge-Guided Machine Learning).