Table 1.
Deep neural network performance with varying numbers of neurons within a hidden layer, as well as with different numbers of hidden layers.
Input Layer | Hidden Layer 1 | Hidden Layer 2 | Hidden Layer 3 | Output Layer | Accuracy (%) |
---|---|---|---|---|---|
93 | 75 | - | - | 65 | 89.55% |
93 | 100 | - | - | 65 | 90.54% |
93 | 125 | - | - | 65 | 91.04% |
93 | 150 | - | - | 65 | 92.53% |
93 | 175 | - | - | 65 | 92.53% |
93 | 200 | - | - | 65 | 93.03% |
93 | 225 | - | - | 65 | 93.53% |
93 | 250 | - | - | 65 | 93.53% |
93 | 275 | - | - | 65 | 93.03% |
93 | 300 | - | - | 65 | 93.03% |
93 | 75 | 75 | - | 65 | 91.54% |
93 | 75 | 80 | - | 65 | 91.54% |
93 | 75 | 85 | - | 65 | 92.04% |
93 | 75 | 90 | - | 65 | 92.04% |
93 | 80 | 75 | - | 65 | 92.04% |
93 | 80 | 80 | - | 65 | 93.53% |
93 | 80 | 85 | - | 65 | 93.53% |
93 | 80 | 90 | - | 65 | 93.03% |
93 | 85 | 75 | - | 65 | 92.53% |
93 | 85 | 80 | - | 65 | 95.14% |
93 | 85 | 85 | - | 65 | 93.53% |
93 | 85 | 90 | - | 65 | 93.53% |
93 | 90 | 75 | - | 65 | 92.04% |
93 | 90 | 80 | - | 65 | 94.53% |
93 | 90 | 85 | - | 65 | 92.53% |
93 | 90 | 90 | - | 65 | 92.04% |
93 | 85 | 80 | 75 | 65 | 93.53% |
93 | 85 | 80 | 80 | 65 | 94.03% |
93 | 85 | 80 | 85 | 65 | 94.03% |
93 | 85 | 80 | 90 | 65 | 93.53% |