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. 2021 Jun 15;22:325. doi: 10.1186/s12859-021-04245-x

Table 2.

Summary of optimal training parameters determined using each network for each training set

DataSet Optimal parameters Network
Mask R-CNN Stardist ANCIS
Tissue Epochs 400 400 200 (500 RPN)
Steps 500 300 NA
Learning Rate 1E−4 1E−4 1E−4
Training Set 77* 77* 77*
Cell Epochs 600 400 400 (500 RPN)
Steps 500 300 NA
Learning Rate 1E−4 1E−4 1E−4
Training Set 60 65* 65*

*Indicates the number is the maximum number of images available in the dataset