Table 8 Comparison of the selected deep neural networks in terms of computational complexity, the number of learnable parameters and training/inference speed
From: Semantic segmentation of human oocyte images using deep neural networks
Deep model | CCM | Total learnables | Training-Time | Inference-Time |
|---|---|---|---|---|
[GFLOPs] | [millions] | [s/epoch] | [ms] | |
DeepLab...ResNet-18 (15) | 3.637 | \(\sim \) 17.5 | 35 | 36 |
DeepLab...ResNet-50 (7) | 8.2164 | \(\sim \) 43 | 376 | 105 |
DeepLab...Incpetion...v2 (10) | 22.227 | \(\sim \) 71 | 623 | 179 |