Table 6 FL round-wise performance comparison of optimizers.
From: Privacy preserving skin cancer diagnosis through federated deep learning and explainable AI
FL round | Optimizer | Client | Testing% | Training% | Global testing% | Global training% |
|---|---|---|---|---|---|---|
1 | AdamW SGD RMSprop | 1 2 3 | 54.10 49.18 47.54 | 46.43 46.29 48.90 | 85.11 | 86.75 |
2 | AdamW SGD RMSprop | 1 2 3 | 85.25 87.98 83.61 | 84.20 87.77 89.15 | 83.87 | 90.82 |
3 | AdamW SGD RMSprop | 1 2 3 | 85.25 91.26 88.52 | 88.46 90.66 95.19 | 84.40 | 92.39 |
4 | AdamW SGD RMSprop | 1 2 3 | 86.89 88.52 87.98 | 89.97 91.76 98.90 | 83.87 | 90.71 |
5 | AdamW SGD RMSprop | 1 2 3 | 84.15 88.52 85.25 | 86.81 90.11 98.76 | 86.52 | 93.56 |
6 | AdamW SGD RMSprop | 1 2 3 | 87.43 89.62 87.98 | 91.76 93.13 99.73 | 85.82 | 93.45 |
7 | AdamW SGD RMSprop | 1 2 3 | 86.89 87.98 87.89 | 91.48 93.54 99.73 | 84.93 | 93.16 |
8 | AdamW SGD RMSprop | 1 2 3 | 83.61 87.43 88.52 | 91.07 94.09 99.31 | 85.99 | 94.18 |
9 | AdamW SGD RMSprop | 1 2 3 | 86.89 91.80 86.89 | 93.27 93.68 99.86 | 86.35 | 92.72 |
10 | AdamW SGD RMSprop | 1 2 3 | 86.89 86.34 88.52 | 89.97 92.31 100.00 | 85.46 | 94.44 |
11 | AdamW SGD RMSprop | 1 2 3 | 86.89 89.62 87.98 | 93.83 94.23 100.00 | 87.06 | 93.08 |
12 | AdamW SGD RMSprop | 1 2 3 | 85.79 87.98 87.98 | 90.80 92.86 100.00 | 85.99 | 94.73 |
13 | AdamW SGD RMSprop | 1 2 3 | 86.98 90.16 87.98 | 93.68 95.33 100.00 | 85.28 | 94.26 |
14 | AdamW SGD RMSprop | 1 2 3 | 87.98 89.07 88.52 | 92.86 94.23 100.00 | 85.28 | 95.06 |
15 | AdamW SGD RMSprop | 1 2 3 | 87.43 90.16 87.98 | 94.92 95.19 100.00 | 86.17 | 94.66 |
16 | AdamW SGD RMSprop | 1 2 3 | 88.52 87.43 90.71 | 94.09 94.23 100.00 | 86.70 | 94.40 |
17 | AdamW SGD RMSprop | 1 2 3 | 86.34 88.52 88.52 | 93.82 94.37 100.00 | 85.64 | 95.90 |
18 | AdamW SGD RMSprop | 1 2 3 | 85.79 91.26 87.43 | 96.43 97.12 100.00 | 86.88 | 95.87 |
19 | AdamW SGD RMSprop | 1 2 3 | 85.79 91.80 87.98 | 96.43 96.70 100.00 | 87.06 | 94.84 |
20 | AdamW SGD RMSprop | 1 2 3 | 87.43 88.52 88.52 | 94.23 95.33 100.00 | 85.99 | 95.79 |
21 | AdamW SGD RMSprop | 1 2 3 | 86.34 91.26 86.34 | 96.70 96.57 100.00 | 85.82 | 94.77 |
22 | AdamW SGD RMSprop | 1 2 3 | 87.43 89.62 89.07 | 94.09 94.78 100.00 | 85.11 | 96.45 |
23 | AdamW SGD RMSprop | 1 2 3 | 87.43 90.16 89.07 | 96.84 98.21 100.00 | 86.70 | 95.21 |
24 | AdamW SGD RMSprop | 1 2 3 | 86.89 88.52 85.79 | 94.92 96.84 100.00 | 85.11 | 95.65 |
25 | AdamW SGD RMSprop | 1 2 3 | 86.34 88.52 87.43 | 96.43 96.70 100.00 | 86.52 | 95.65 |
