Table 8 Comparison of proposed model with pre-trained models in term of parameters and memory profile.
From: AI meets endodontics a deep learning approach to precision diagnosis
Method | Depth | Parameter Memory (MB) | Parameters (Millions) | Image input size |
|---|---|---|---|---|
Pre-trained Models | ||||
ResNet-10115 | 101 | 171 | 44.6 | 224 × 224 |
VGGNet-1916 | 19 | 548 | 144 | 224 × 224 |
InceptionV313 | 48 | 91 | 23.9 | 299 × 299 |
EfficientNet-b017 | 82 | 20 | 5.3 | 224 × 224 |
Baseline Methods | ||||
SA-SQP | 64 | 23 | 5.2 | 96 × 96 |
GA-SQP | 64 | 27 | 5.0 | 96 × 96 |
Proposed Framework | ||||
CPSO-SQP | 64 | 17 | 4.1 | 96 × 96 |
PSO-SQP | 64 | 18 | 4.7 | 96 × 96 |
