Predicting Hierarchical Relationships on iNaturalist + CUB (Novel Datasets)
72.11Avg F1 ([μ, σ²] CLIP)TASK2BOX
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TASK2BOXBox dimensionality=5D2024.03 | 72.11 | 73.79 | 34.88 | |
| TASK2BOXBox dimensionality=3D2024.03 | 64.53 | 70.04 | 20.65 | |
| MLP Classifier2024.03 | 44.54 | 39.06 | 19.9 | |
| TASK2BOXBox dimensionality=2D2024.03 | 39.66 | 50.07 | 10.06 | |
| KL Divergence2024.03 | 5.9 | — | 0 | |
| Linear Classifier2024.03 | 5.87 | 4.77 | 15.92 | |
| Random2024.03 | 1.49 | — | — | |
| Asymmetric Cosine2024.03 | 1.47 | 1.47 | 1.47 | |
| Asymmetric Euclidean2024.03 | 1.47 | 1.47 | 1.91 |