Table 2.
Comparison of ResNet-101 and EfficientNet-B0 backbone architectures in the proposed neuron segmentation approach for measuring neuron length and branch count. PSPNet-ResNet-101 performs slightly better than EfficientNet-B0 in accuracy, but has three times more parameters.
| Architecture | Backbone | Parameters | Run Time | Lengths R2 | Branches R2 |
|---|---|---|---|---|---|
| PSPNet | ResNet-101 | 46 M | 3.1 s | 0.9120 | 0.8109 |
| PSPNet | EfficientNet-B0 | 15.2 M | 1.0 s | 0.9112 | 0.8030 |