Table 2.
Performance comparison between two LeNet-5 models, with and without the DCLDL loss, on the MNIST digits dataset
Digit | LeNet-5 |
LeNet-5 DCLDL |
||
---|---|---|---|---|
Train Acc | Test Acc | Train Acc | Test Acc | |
0 | 98.4 | 98.8 | 99.1 | 99.2 |
1 | 97.7 | 99.1 | 98.4 | 99.2 |
2 | 94.4 | 95.1 | 98.3 | 98.5 |
3 | 91.7 | 93.4 | 97.3 | 98.2 |
4 | 98.0 | 98.1 | 97.7 | 97.1 |
5 | 89.6 | 88.3 | 97.7 | 97.4 |
6 | 98.0 | 97.2 | 98.4 | 97.8 |
7 | 95.0 | 93.2 | 97.8 | 96.7 |
8 | 92.5 | 93.7 | 93.3 | 94.6 |
9 | 86.4 | 87.5 | 96.0 | 96.0 |