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. 2023 Dec 30;16:118–126. doi: 10.1016/j.ibneur.2023.12.009

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