| \n", " | Faithfulness | \n", "Localisation | \n", "Complexity | \n", "Randomisation | \n", "Robustness | \n", "
|---|---|---|---|---|---|
| Saliency | \n", "3.0 | \n", "4.0 | \n", "2.0 | \n", "4.0 | \n", "4.0 | \n", "
| GradientShap | \n", "2.0 | \n", "2.0 | \n", "3.0 | \n", "2.0 | \n", "2.0 | \n", "
| IntegratedGradients | \n", "4.0 | \n", "3.0 | \n", "4.0 | \n", "3.0 | \n", "3.0 | \n", "
| FusionGrad | \n", "1.0 | \n", "1.0 | \n", "1.0 | \n", "1.0 | \n", "1.0 | \n", "
| \n", " | Faithfulness score | \n", "Method | \n", "Similarity function | \n", "Baseline strategy | \n", "Subset size | \n", "
|---|---|---|---|---|---|
| 0 | \n", "0.122536 | \n", "Saliency | \n", "pearson | \n", "Mean | \n", "2 | \n", "
| 1 | \n", "0.042424 | \n", "Saliency | \n", "spearman | \n", "Mean | \n", "2 | \n", "
| 2 | \n", "-0.059269 | \n", "GradientShap | \n", "pearson | \n", "Mean | \n", "2 | \n", "
| 3 | \n", "0.005348 | \n", "GradientShap | \n", "spearman | \n", "Mean | \n", "2 | \n", "
| 4 | \n", "-0.010177 | \n", "IntegratedGradients | \n", "pearson | \n", "Mean | \n", "2 | \n", "
| \n", " | Faithfulness score | \n", "Method | \n", "Similarity function | \n", "Baseline strategy | \n", "Subset size | \n", "Rank | \n", "
|---|---|---|---|---|---|---|
| 0 | \n", "0.122536 | \n", "Saliency | \n", "pearson | \n", "Mean | \n", "2 | \n", "4.0 | \n", "
| 1 | \n", "0.042424 | \n", "Saliency | \n", "spearman | \n", "Mean | \n", "2 | \n", "4.0 | \n", "
| 2 | \n", "-0.059269 | \n", "GradientShap | \n", "pearson | \n", "Mean | \n", "2 | \n", "1.0 | \n", "
| 3 | \n", "0.005348 | \n", "GradientShap | \n", "spearman | \n", "Mean | \n", "2 | \n", "2.0 | \n", "
| 4 | \n", "-0.010177 | \n", "IntegratedGradients | \n", "pearson | \n", "Mean | \n", "2 | \n", "2.0 | \n", "
| \n", " | Method | \n", "Rank | \n", "Percentage | \n", "
|---|---|---|---|
| 0 | \n", "Method A | \n", "1.0 | \n", "100 | \n", "
| 1 | \n", "Method B | \n", "2.0 | \n", "100 | \n", "
| 2 | \n", "Method C | \n", "3.0 | \n", "100 | \n", "
| 3 | \n", "Method D | \n", "4.0 | \n", "100 | \n", "
| 4 | \n", "Saliency | \n", "4.0 | \n", "41.67 | \n", "
| 5 | \n", "Saliency | \n", "1.0 | \n", "33.33 | \n", "
| 6 | \n", "Saliency | \n", "2.0 | \n", "16.67 | \n", "
| 7 | \n", "Saliency | \n", "3.0 | \n", "8.33 | \n", "
| 8 | \n", "GradientShap | \n", "3.0 | \n", "41.67 | \n", "
| 9 | \n", "GradientShap | \n", "2.0 | \n", "33.33 | \n", "
| 10 | \n", "GradientShap | \n", "1.0 | \n", "16.67 | \n", "
| 11 | \n", "GradientShap | \n", "4.0 | \n", "8.33 | \n", "
| 12 | \n", "IntegratedGradients | \n", "2.0 | \n", "33.33 | \n", "
| 13 | \n", "IntegratedGradients | \n", "1.0 | \n", "25.0 | \n", "
| 14 | \n", "IntegratedGradients | \n", "4.0 | \n", "25.0 | \n", "
| 15 | \n", "IntegratedGradients | \n", "3.0 | \n", "16.67 | \n", "
| 16 | \n", "FusionGrad | \n", "3.0 | \n", "33.33 | \n", "
| 17 | \n", "FusionGrad | \n", "1.0 | \n", "25.0 | \n", "
| 18 | \n", "FusionGrad | \n", "4.0 | \n", "25.0 | \n", "
| 19 | \n", "FusionGrad | \n", "2.0 | \n", "16.67 | \n", "