Image Classification On Cub
Metrics
Classification Accuracy
Explanation Accuracy
Explanation complexity
Explanation extraction time
Results
Performance results of various models on this benchmark
Model Name | Classification Accuracy | Explanation Accuracy | Explanation complexity | Explanation extraction time | Paper Title | Repository |
|---|---|---|---|---|---|---|
| Entropy-based Logic Explained Network | 0.9295 | 95.24 | 3.74 | 171.87 | Entropy-based Logic Explanations of Neural Networks | |
| Bayesian Rule List | 0.9079 | 96.02 | 8.87 | 264678.29 | Entropy-based Logic Explanations of Neural Networks | |
| Decision Tree | 0.8162 | 89.36 | 45.92 | 8.1 | Entropy-based Logic Explanations of Neural Networks | |
| $psi$ network | 0.9192 | 76.1 | 15.96 | 3707.29 | Entropy-based Logic Explanations of Neural Networks |
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