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BioCLIP-HC-Euclidean is a hierarchical CLIP model trained on the TreeOfLife-10M dataset for fine-grained biological image understanding in Euclidean space. It extends BioCLIP with level-restricted contrastive...
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BioCLIP-HC-Euclidean is a hierarchical CLIP model trained on the TreeOfLife-10M dataset for fine-grained biological image understanding in Euclidean space. It extends BioCLIP with level-restricted contrastive learning, producing embeddings that better preserve the taxonomic hierarchy across ranks (from kingdom to species). BioCLIP-Hier supports taxonomy-aware zero-shot classification of animals, plants, and fungi, and achieves improved separation among sibling taxa compared to BioCLIP and other baselines.
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1 sourceVerified Sep 17
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2 excerptsBioCLIP-HC-Euclidean is a hierarchical CLIP model trained on the TreeOfLife-10M dataset for fine-grained biological image understanding in Euclidean space. It extends BioCLIP with level-restricted contrastive learning, producing embeddings that better preserve the taxonomic hierarchy across ranks (from kingdom to species). BioCLIP-Hier supports taxonomy-aware zero-shot classification of animals, plants, and fungi, and achieves improved separation among sibling taxa compared to BioCLIP and other baselines.
Source context: 49 downloads · 2 likes · Pipeline zero-shot-image-classification · Library open_clip · Repo imageomics/bioclip-hc-euclidean
