A tool for federated training of segmentation models on whole slide images

• Main Authors: Brendon Lutnick (Author), David Manthey (Author), Jan U. Becker (Author), Jonathan E. Zuckerman (Author), Luis Rodrigues (Author), Kuang-Yu Jen (Author), Pinaki Sarder (Author)
• Format: Book
• Published: Elsevier, 2022-01-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

The largest bottleneck to the development of convolutional neural network (CNN) models in the computational pathology domain is the collection and curation of diverse training datasets. Training CNNs requires large cohorts of image data, and model generalizability is dependent on training data heter...