Research Article

Direct Cellularity Estimation on Breast Cancer Histopathology Images Using Transfer Learning

Table 1

Parameter settings of the GBDT for cancerous patches.

ParameterHuberRankNet

Maximum tree depth43
L1 regularization0.0010.001
L2 regularization00
Feature fraction0.60.6
Bagging fraction0.70.8
Learning rate0.010.01
Number of trees15001000