Image Classification on Fungi
64.4AccuracyBIOCAP
Evaluation results
| Method | Links | |
|---|---|---|
| BIOCAPZero-shot=true, Visual Encoder=ViT-B/162025.10 | 64.4 | |
| HSMLWay=5, Shot=52019.05 | 56.32 | |
| MUMOMAMLWay=5, Shot=52019.05 | 53.96 | |
| MT-NetWay=5, Shot=52019.05 | 53.49 | |
| Meta-SGDWay=5, Shot=52019.05 | 52.51 | |
| BMAMLWay=5, Shot=52019.05 | 52.43 | |
| MAMLWay=5, Shot=52019.05 | 51.85 | |
| HSMLWay=5, Shot=12019.05 | 44.02 | |
| MT-NetWay=5, Shot=12019.05 | 43.11 | |
| BMAMLWay=5, Shot=12019.05 | 42.5 | |
| MUMOMAMLWay=5, Shot=12019.05 | 42.22 | |
| MAMLWay=5, Shot=12019.05 | 42.12 | |
| Meta-SGDWay=5, Shot=12019.05 | 41.74 | |
| BIOCLIPZero-shot=true, Visual Encoder=ViT-B/162025.10 | 40.9 | |
| BioTrove-CLIPZero-shot=true, Visual Encoder=ViT-B/162025.10 | 38.2 | |
| FSL expertBackbone=OpenCLIP ViT-B/32, Mode=16-shot finetuned2025.12 | 29.2 | |
| SigLIPZero-shot=true, Visual Encoder=ViT-B/162025.10 | 28.3 | |
| CLIP (ViT-B/16)Zero-shot=true, Visual Encoder=ViT-B/162025.10 | 8.6 | |
| FG-CLIPZero-shot=true, Visual Encoder=ViT-B/162025.10 | 7.3 | |
| Random GuessingZero-shot=true2025.10 | 4 | |
| LMM + CoTLMM=Qwen-2.5-VL-7B-Instruct, Prompting=Open-vocabulary + Chain-of-Thought (CoT)2025.12 | 3.4 | |
| LMM + Ver.LMM=Qwen-2.5-VL-7B-Instruct, Prompting=Open-vocabulary + Self-verification2025.12 | 3.1 | |
| LMM open vocab.LMM=Qwen-2.5-VL-7B-Instruct, Prompting=Open-vocabulary2025.12 | 3 | |
| ZS-VLMBackbone=OpenCLIP ViT-B/32, Mode=Zero-shot2025.12 | 2.1 | |
| LMM (All class names)LMM=Qwen-2.5-VL-7B-Instruct, Prompting=Zero-shot In-Context Learning (ZS-ICL)2025.12 | 1.4 |