Taxonomic Classification on iNat 2021 (test)
98.97Kingdom Top-1 AccuracyLevel-Restricted Contrastive Learning
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Level-Restricted Contrastive LearningSpace=Hyperbolic, Inference Protocol=top-down constrained inference2026.06 | 98.97 | 98.53 | 77.15 | 69.03 | 62.79 | 52.64 | 36.89 | 71 | |
| Level-Restricted Contrastive LearningSpace=Euclidean, Inference Protocol=top-down constrained inference2026.06 | 98.85 | 98.41 | 74.52 | 68.28 | 60.31 | 47.92 | 33.64 | 69 | |
| RCMESpace=Euclidean, Inference Protocol=top-down constrained inference2026.06 | 86.27 | 78.46 | 63.97 | 29.59 | 18.25 | 13 | 8.92 | 43 | |
| OpenCLIPSpace=Euclidean, Inference Protocol=top-down constrained inference2026.06 | 84.76 | 30.44 | 10.62 | 3.81 | 0.78 | 0.28 | 0.12 | 19 | |
| BioCLIPSpace=Euclidean, Inference Protocol=top-down constrained inference2026.06 | 75.38 | 61.34 | 48.22 | 16.85 | 9.71 | 6.73 | 4.8 | 32 |