Fine-grained Classification on iNaturalist 2021 (test)
14.4Exact Match (EM)GPT4V
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| GPT4VTemplates=minimal, Node distance weighting=unweighted2025.04 | 14.4 | 14.5 | 15.7 | 18.9 | 47.6 | 54.6 | 37.6 | 68.7 | 33.6 | 45.1 | |
| QwenVLTemplates=minimal, Node distance weighting=unweighted2025.04 | 5.49 | 5.56 | 7.08 | 11.2 | 42.3 | 50.5 | 33.2 | 67.2 | 31.9 | 43.3 | |
| OLM12BTemplates=minimal, Node distance weighting=unweighted2025.04 | 4.07 | 4.1 | 5.28 | 10.9 | 42.5 | 50.2 | 29.2 | 68 | 30 | 41.6 | |
| ILmXC2Templates=minimal, Node distance weighting=unweighted2025.04 | 1.34 | 1.34 | 2.44 | 7.6 | 39.2 | 47.4 | 22.9 | 65.4 | 29.6 | 40.8 | |
| QVLChatTemplates=minimal, Node distance weighting=unweighted2025.04 | 1.15 | 1.15 | 2.23 | 6.32 | 38.1 | 46.3 | 23.2 | 63.5 | 35.7 | 45.7 | |
| OLM3BTemplates=minimal, Node distance weighting=unweighted2025.04 | 0.882 | 0.882 | 1.95 | 7.69 | 40 | 47.6 | 24.1 | 66.6 | 32.5 | 43.7 | |
| FuyuTemplates=minimal, Node distance weighting=unweighted2025.04 | 0.577 | 0.577 | 1.39 | 4.91 | 36.2 | 45.5 | 22.1 | 61.5 | 31.6 | 41.7 | |
| LLaVATemplates=minimal, Node distance weighting=unweighted2025.04 | 0.409 | 0.409 | 1.28 | 5.19 | 36.9 | 45.8 | 20.3 | 63 | 34.6 | 44.7 |