Table 1 Parameters of deep learning models
Parameters\Model types | Faster R-CNN | SSD | MMDetection | YoloV3 |
|---|---|---|---|---|
Maximum epoch | 200 | 200 | 200 | 200 |
Batch size | 64 | 64 | 64 | 64 |
Chip size | 224 | 224 | 224 | 224 |
Backbone model | ResNet34, ResNet50 | ResNet34, ResNet50 | ResNet34, ResNet50 | DarkNet53 |
Stop when the model stops improving | Yes | Yes | Yes | Yes |
Freeze Model | Yes | Yes | Yes | Yes |
Validation | 10% | 10% | 10% | 10% |
