Input Discrimination on MNIST DeepGini subsets
0.021Gini ImpurityDeepHyperion
Evaluation Results
| Method | Links | |
|---|---|---|
| DeepHyperionModel Architecture=8-layer CNN2025.09 | 0.021 | |
| DeepHyperionModel Architecture=19-layer CNN2025.09 | 0.021 | |
| TopoMapModel Architecture=19-layer CNN2025.09 | 0.025 | |
| TopoMapModel Architecture=LeNet12025.09 | 0.027 | |
| DeepHyperionModel Architecture=LeNet12025.09 | 0.028 | |
| TopoMapModel Architecture=7-layer CNN2025.09 | 0.029 | |
| DeepHyperionModel Architecture=7-layer CNN2025.09 | 0.039 | |
| TopoMapModel Architecture=8-layer CNN2025.09 | 0.04 | |
| TopoMapModel Architecture=7-layer CNN2025.09 | 0.046 | |
| DeepHyperionModel Architecture=7-layer CNN2025.09 | 0.049 | |
| TopoMapModel Architecture=LeNet52025.09 | 0.052 | |
| DeepHyperionModel Architecture=LeNet52025.09 | 0.059 | |
| DeepHyperionModel Architecture=VGG112025.09 | 0.066 | |
| DeepHyperionModel Architecture=8-layer CNN2025.09 | 0.087 | |
| DeepHyperionModel Architecture=19-layer CNN2025.09 | 0.09 | |
| DeepHyperionModel Architecture=VGG112025.09 | 0.093 | |
| TopoMapModel Architecture=19-layer CNN2025.09 | 0.101 | |
| TopoMapModel Architecture=VGG112025.09 | 0.102 | |
| TopoMapModel Architecture=8-layer CNN2025.09 | 0.109 | |
| TopoMapModel Architecture=VGG112025.09 | 0.115 | |
| TopoMapModel Architecture=LeNet52025.09 | 0.131 | |
| TopoMapModel Architecture=LeNet12025.09 | 0.135 | |
| DeepHyperionModel Architecture=LeNet12025.09 | 0.184 | |
| DeepHyperionModel Architecture=LeNet52025.09 | 0.192 |