Marit Valla

Hybrid guiding: A multi-resolution refinement approach for semantic segmentation of gigapixel histopathological images

2021 · arXiv (Cornell University)

Histopathological cancer diagnostics has become more complex, and the increasing number of biopsies is a challenge for most pathology laboratories. Thus, development of automatic methods for evaluation of histopathological cancer sections would be of value. …

FastPathology: An open-source platform for deep learning-based research\n and decision support in digital pathology

2020 · arXiv (Cornell University)

Deep convolutional neural networks (CNNs) are the current state-of-the-art\nfor digital analysis of histopathological images. The large size of whole-slide\nmicroscopy images (WSIs) requires advanced memory handling to read, display and\nprocess these images. There are several open-source …