Table 12 Simulation results - optimization method impact on NASA dataset.
From: Real time fire and smoke detection using vision transformers and spatiotemporal learning
Optimization method | Proposed hybrid model | ResNet50 | VGG16 | LSTM | 3D-CNNs | Hybrid ResNet50 + LSTM | Hybrid VGG16 + 3D-CNN |
|---|---|---|---|---|---|---|---|
Adam | 99.2% | 90.5% | 87.6% | 91.3% | 94.7% | 95.8% | 95.2% |
SGD | 96.5% | 88.7% | 85.1% | 89.0% | 92.0% | 94.1% | 93.6% |
RMSprop | 97.8% | 89.4% | 86.7% | 90.2% | 93.2% | 94.6% | 94.0% |
