The Need for Careful Data Collection for Pattern Recognition in Digital Pathology

J Pathol Inform. 2017 Apr 10:8:19. doi: 10.4103/jpi.jpi_94_16. eCollection 2017.

Abstract

Effective pattern recognition requires carefully designed ground-truth datasets. In this technical note, we first summarize potential data collection issues in digital pathology and then propose guidelines to build more realistic ground-truth datasets and to control their quality. We hope our comments will foster the effective application of pattern recognition approaches in digital pathology.

Keywords: Digital pathology; ground truth; object recognition; pattern recognition; quality control.