global-butterflies-bioclip2.5-vith14
MLP-1 classifier head on frozen hf-hub:imageomics/bioclip-2.5-vith14 embeddings for global
Lepidoptera species identification.
- Backbone (frozen):
hf-hub:imageomics/bioclip-2.5-vith14
- Head: Linear(D, 1024) -> LayerNorm -> GELU -> Dropout(0.3) -> Linear(1024, 6687)
- Classes: 6,687 species
- Test top-1: 80.9% | top-5: 94.9% | macro-F1: 0.753
- Regime: cap-50 (<=50 train img/sp) logit-adjusted+label-smooth
Files: mlp1_head.pt (head weights + config), label_map.json (class idx -> species).
Load the backbone with open_clip.create_model_and_transforms("hf-hub:imageomics/bioclip-2.5-vith14"),
L2-normalize the image embedding, then apply the head.