LYC-0291/TreeOfLife-10M

TreeOfLife-10M是迄今为止最大的机器学习就绪数据集，包含超过1000万张涵盖生命树中45.4万个分类群的图像，每张图像都与其相关的分类学标签配对。该数据集在iNat21和BIOSCAN-1M等现有高质量数据集的基础上，进一步整合了来自生命百科全书（eol.org）的新策划图像，这些图像提供了TreeOfLife-10M大部分的数据多样性。数据集中的每张图像都尽可能标注到最具体的分类学级别，以及生命树中更高的分类学等级。TreeOfLife-10M是为训练BioCLIP和未来的生物学基础模型而生成的。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. TreeOfLife-10M was generated for the purpose of training BioCLIP and future biology foundation models.