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Hyper-parameter settings and runtime information for the various LN detection models.
| Setting | Faster RCNN | VFNet | DDOD | DyHead |
|---|---|---|---|---|
| Backbone | ResNet-50 | ResNet-50 | ResNet-50 | Swin |
| Batch size | 8 | 4 | 8 | 2 |
| Epochs | 12 | 12 | 12 | 12 |
| Learning rate | 1e−3 | 1e−3 | 1e−4 | 5e−5 |
| Activation function | ReLU | ReLU | ReLU | ReLU |
| Optimizer | SGD | SGD | SGD | AdamW |
| # parameters (million) | 41.7 M | 75.2 M | 86.1 M | 158.7 M |
| GFLOPs | 19.3 | 106.1 | 134.8 | 327.6 |
| Inference Time (sec/vol) | 3.1 | 4.7 | 5.3 | 6.2 |
