19–23 Sept 2022 In-Person Event
Cetraro, Italy
Europe/Berlin timezone

Large-scale Deep Learning for Cytoarchitecture Classification in the Human Brain

21 Sept 2022, 10:30
30m
Cetraro, Italy

Cetraro, Italy

Grand Hotel San Michele Contrada Bosco, 8 87022 Cetraro CS, Italy

Speaker

Christian Schiffer (Research Center Juelich)

Description

The human brain can be subdivided into cytoarchitectonic areas. They are defined by the spatial organization of neuronal cells, including their distribution, size, type, orientation, as well as their arrangement into cortical layers and columns. Cytoarchitectonic areas are indicators for connectivity and function, making them a central component of multi-modal human brain atlases. Scaling the identification of cytoarchitectonic areas in histological brain sections to many brains and sections is critical to account for the high variability between brains, motivating the development of automated methods for cytoarchitecture classification. We provide an overview of current deep learning-based classification methods, describe associated methodological and technical challenges, and preview future developments.

Presentation materials