Species Classification on iNat-Plantae (test)
83.21Macro Recall (Overall)TaxoNet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TaxoNet2025.12 | 83.21 | 96.67 | 93.33 | 76.67 | — | |
| TaxoNetMargin Type=Dual-Margin, Oversampling Strategy=Norm-Guided Selection, Regularization=true2025.12 | 83.21 | — | — | — | 83.21 | |
| TaxoNetMargin Type=Dual-Margin, Oversampling Strategy=Norm-Guided Selection2025.12 | 81.87 | — | — | — | 81.87 | |
| LDAMOversampling Strategy=Random Selection2025.12 | 81.57 | — | — | — | 81.57 | |
| CBLOversampling Strategy=Random Selection2025.12 | 81.38 | — | — | — | 81.38 | |
| LAOversampling Strategy=Random Selection2025.12 | 80.3 | — | — | — | 80.3 | |
| AM-Softmax2025.12 | 80.25 | — | — | — | 80.25 | |
| Standard CE2025.12 | 79.28 | — | — | — | 79.28 | |
| BioCLIPPrompting Strategy=Zero-shot (ZS)2025.12 | 52.14 | 59.26 | 53.34 | 48.33 | — | |
| Gemini-2.5Prompting Strategy=Chain-of-thought (CoT)2025.12 | 41.46 | 16.67 | 53.34 | 31.67 | — | |
| Gemini-2.5Prompting Strategy=Zero-shot (ZS)2025.12 | 40.39 | 13.33 | 46.67 | 26.67 | — | |
| GPT-4oPrompting Strategy=Zero-shot (ZS)2025.12 | 35.28 | 13 | 43.33 | 16.67 | — | |
| GPT-4oPrompting Strategy=Chain-of-thought (CoT)2025.12 | 32.51 | 13 | 50 | 11.67 | — |