Fine-grained Image Classification on Insects-2 (I2)
23.7AccuracyBIOCAP
Evaluation results
| Method | Links | |
|---|---|---|
| BIOCAPZero-shot=true, Visual Encoder=ViT-B/162025.10 | 23.7 | |
| BioCLIP-BBackbone=ViT-B-16, Pre-training=BioCLIP, Evaluation Protocol=Zero-shot2024.06 | 20.8 | |
| BIOCLIPZero-shot=true, Visual Encoder=ViT-B/162025.10 | 20.5 | |
| SigLIPZero-shot=true, Visual Encoder=ViT-B/162025.10 | 17.6 | |
| BT-Clip-BBackbone=ViT-B-16, Pre-training=Fine-tuned from BioCLIP-B, Evaluation Protocol=Fine-tuned2024.06 | 16.9 | |
| BT-Clip-OBackbone=ViT-B-16, Pre-training=Fine-tuned from OpenAI-B, Evaluation Protocol=Fine-tuned2024.06 | 16.5 | |
| MetaCLIP-LBackbone=ViT-L-14, Pre-training=MetaCLIP-cc, Evaluation Protocol=Zero-shot2024.06 | 16.1 | |
| BioTrove-CLIPZero-shot=true, Visual Encoder=ViT-B/162025.10 | 15.7 | |
| OpenAI-BBackbone=ViT-B-16, Pre-training=OpenAI, Evaluation Protocol=Zero-shot2024.06 | 10.2 | |
| CLIP (ViT-B/16)Zero-shot=true, Visual Encoder=ViT-B/162025.10 | 9.3 | |
| FG-CLIPZero-shot=true, Visual Encoder=ViT-B/162025.10 | 9.3 | |
| BT-Clip-MBackbone=ViT-L-14, Pre-training=Fine-tuned from MetaCLIP-L, Evaluation Protocol=Fine-tuned2024.06 | 5.1 | |
| Random GuessingZero-shot=true2025.10 | 1 |