Hierarchical Image Classification on RareSpecies
98.19Phylum AccuracyLevel-Restricted Contrastive Learning
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Level-Restricted Contrastive LearningSpace=Euclidean2026.06 | 98.19 | 93.02 | 83.27 | 67.41 | 55.08 | 40.68 | 72.94 | |
| Level-Restricted Contrastive LearningSpace=Hyperbolic2026.06 | 97.99 | 92.64 | 83.33 | 69.06 | 57.22 | 43.2 | 73.91 | |
| RCMESpace=Euclidean2026.06 | 82.38 | 81.67 | 69.01 | 44.12 | 50.95 | 35.58 | 60.62 | |
| OpenCLIPSpace=Euclidean2026.06 | 75.89 | 60.87 | 33.32 | 13.31 | 15.27 | 10.62 | 34.88 | |
| BioCLIPSpace=Euclidean2026.06 | 68.35 | 65.16 | 54.63 | 40.01 | 47.43 | 31.82 | 51.23 |