AnNoBrainer, An Automated Annotation of Mouse Brain Images using Deep Learning.

ABSTRACT: Annotation of multiple regions of interest across the whole mouse brain is an indispensable process for quantitative evaluation of a multitude of study endpoints in neuroscience digital pathology. Prior experience and domain expert knowledge are the key aspects for image annotation quality and consistency. At present, image annotation is often achieved manually by certified pathologists or trained technicians, limiting the total throughput of studies performed at neuroscience digital pathology labs. It may also mean that simpler and quicker methods of examining tissue samples are used by non-pathologists, especially in the early stages of research and preclinical studies. To address these limitations and to meet the growing demand for image analysis in a pharmaceutical setting, we develope

SUBMITTER: Peter R 

PROVIDER: S-EPMC11579091 | biostudies-literature | 2024 Oct

REPOSITORIES: biostudies-literature