Interpretable Image Classification on ImageNet (test)
78.5AccuracyCBM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CBMData regime=Full, Sparsity level=142026.02 | 78.5 | 45.6 | 97.3 | |
| OMPData regime=Full, Sparsity level=142026.02 | 70.7 | 17.5 | 41 | |
| HCEPData regime=Full, Sparsity level=142026.02 | 65.2 | 70.1 | 71.1 | |
| HCEPData regime=50-shot, Sparsity level=142026.02 | 61.3 | 73 | 73.4 | |
| OMPData regime=50-shot, Sparsity level=142026.02 | 57.4 | 16.6 | 38.3 | |
| HCEPData regime=25-shot, Sparsity level=142026.02 | 57.3 | 72.2 | 72.7 | |
| OMPData regime=25-shot, Sparsity level=142026.02 | 52.9 | 16.3 | 37.9 | |
| HCEPData regime=12-shot, Sparsity level=142026.02 | 52.1 | 71.2 | 71.8 | |
| OMPData regime=12-shot, Sparsity level=142026.02 | 45.8 | 15.6 | 36.6 | |
| CBMData regime=50-shot, Sparsity level=142026.02 | 44 | 33.3 | 66.2 | |
| CBMData regime=25-shot, Sparsity level=142026.02 | 34.4 | 31.8 | 62.9 | |
| Hierarch. NNData regime=50-shot, Sparsity level=142026.02 | 29.8 | 48.6 | 44.1 | |
| Hierarch. NNData regime=25-shot, Sparsity level=142026.02 | 29 | 48.2 | 44 | |
| Hierarch. NNData regime=12-shot, Sparsity level=142026.02 | 28.1 | 47.9 | 44.1 | |
| CBMData regime=12-shot, Sparsity level=142026.02 | 24.7 | 30.5 | 60 | |
| Hierarch. NNData regime=Full, Sparsity level=142026.02 | 15.7 | 34.9 | 28.7 |