TreeOfLife-10M

Summary

With over 10 million images covering 454 thousand taxa in the tree of life, TreeOfLife-10M is the largest-to-date ML-ready dataset of images of biological organisms paired with their associated taxonomic labels. It expands on the foundation established by existing high-quality datasets, such as iNat21 and BIOSCAN-1M, by further incorporating newly curated images from the Encyclopedia of Life (eol.org), which supplies most of TreeOfLife-10M’s data diversity. Every image in TreeOfLife-10M is labeled to the most specific taxonomic level possible, as well as higher taxonomic ranks in the tree of life (see [Text Types](#text-types) for examples of taxonomic ranks and labels).

Keywords

hf-dataset vision---classification · -nlp---zero-shot webdataset document image text datasets mlcroissant 10.57967/hf/7542 biology images animals evolutionary biology cv multimodal clip species taxonomy knowledge-guided imbalanced

Topics

Vision / Classification, NLP / Zero-shot

Research notes

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