Table 2 Performance metrics obtained from Baseline experiments.
Model | Accuracy | Precision | Recall | F1-Score | |||
|---|---|---|---|---|---|---|---|
Tumor | No tumor | Tumor | No tumor | Tumor | No tumor | ||
ResNet50 – | 0.5400 | 0.5400 | 0.5300 | 0.5200 | 0.5500 | 0.5300 | 0.5400 |
Adam Optimizer | |||||||
ResNet50 – | 0.4700 | 0.4800 | 0.4600 | 0.5800 | 0.3600 | 0.5200 | 0.4000 |
RMSProp | |||||||
ResNet50 – | 0.5100 | 0.5100 | 0.5100 | 0.4700 | 0.5600 | 0.4900 | 0.5300 |
SGD Optimizer | |||||||
ResNet101 – | 0.5100 | 0.5100 | 0.5100 | 0.5100 | 0.5100 | 0.5100 | 0.5100 |
Adam Optimizer | |||||||
ResNet152 – | 0.5100 | 0.5000 | 0.5200 | 0.5000 | 0.5200 | 0.5000 | 0.5200 |
Adam Optimizer | |||||||
Xception – | 0.4900 | 0.4900 | 0.4900 | 0.4900 | 0.4900 | 0.4900 | 0.4900 |
Adam Optimizer | |||||||