Species Classification on Insects
56.23Top-1 AccuracyBioCLIP 2
Evaluation results
| Method | Links | |
|---|---|---|
| BioCLIP 2Fine-tuning=trait-level (BIOSCAN-TRAITS), Evaluation Protocol=Zero-shot2026.04 | 56.23 | |
| BioCLIP 2Backbone=Baseline (pretrained on BIOSCAN-5M), Evaluation Protocol=Zero-shot2026.04 | 55.3 | |
| BIOCAPZero-shot=true, Visual Encoder=ViT-B/162025.10 | 41.9 | |
| BioCLIPFine-tuning=trait-level (BIOSCAN-TRAITS), Evaluation Protocol=Zero-shot2026.04 | 39.9 | |
| BioCLIPFine-tuning=species-level (BIOSCAN-TRAITS), Evaluation Protocol=Zero-shot2026.04 | 39.6 | |
| BIOCLIPZero-shot=true, Visual Encoder=ViT-B/162025.10 | 34.9 | |
| BioCLIPBackbone=Baseline (pretrained), Evaluation Protocol=Zero-shot2026.04 | 34.8 | |
| BioTrove-CLIPZero-shot=true, Visual Encoder=ViT-B/162025.10 | 20.5 | |
| SigLIPZero-shot=true, Visual Encoder=ViT-B/162025.10 | 17.6 | |
| CLIP (ViT-B/16)Zero-shot=true, Visual Encoder=ViT-B/162025.10 | 7.4 | |
| FG-CLIPZero-shot=true, Visual Encoder=ViT-B/162025.10 | 6.9 | |
| Random GuessingZero-shot=true2025.10 | 1 |