Instance segmentation of neuronal nuclei leveraging domain adaptation
K Brady, P Khorrami, L Gjesteby… - 2021 IEEE High …, 2021 - ieeexplore.ieee.org
The detection and localization of individual cell nuclei in dense neural scenes collected by
microscopy traditionally depends on human-expert-intensive manual markup for training …
microscopy traditionally depends on human-expert-intensive manual markup for training …
Active learning pipeline for brain mapping in a high performance computing environment
This paper describes a scalable active learning pipeline prototype for large-scale brain
mapping that leverages high performance computing power. It enables high-throughput …
mapping that leverages high performance computing power. It enables high-throughput …
Annotation-Efficient 3d U-Nets For Brain Plasticity Network Mapping
A fundamental challenge in machine learning-based segmentation of large-scale brain
microscopy images is the time and domain expertise required by humans to generate …
microscopy images is the time and domain expertise required by humans to generate …