Learn like a Pathologist: Curriculum Learning by Annotator Agreement for Histopathology Image Classification

• Published in: 2021 IEEE Winter Conference on Applications of Computer Vision (WACV) pp. 2472 - 2482
• Main Authors: Wei, Jerry, Suriawinata, Arief, Ren, Bing, Liu, Xiaoying, Lisovsky, Mikhail, Vaickus, Louis, Brown, Charles, Baker, Michael, Nasir-Moin, Mustafa, Tomita, Naofumi, Torresani, Lorenzo, Wei, Jason, Hassanpour, Saeed
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.01.2021
• Subjects: Computer vision; Conferences; Histopathology; Image classification; Learning systems; Task analysis; Training

Applying curriculum learning requires both a range of difficulty in data and a method for determining the difficulty of examples. In many tasks, however, satisfying these requirements can be a formidable challenge.In this paper, we contend that histopathology image classification is a compelling use...