Ontology highlight
ABSTRACT:
SUBMITTER: Lee SMW
PROVIDER: S-EPMC8377024 | biostudies-literature | 2021 Aug
REPOSITORIES: biostudies-literature
Lee Sarada M W SMW Shaw Andrew A Simpson Jodie L JL Uminsky David D Garratt Luke W LW
Scientific reports 20210819 1
Differential cell counts is a challenging task when applying computer vision algorithms to pathology. Existing approaches to train cell recognition require high availability of multi-class segmentation and/or bounding box annotations and suffer in performance when objects are tightly clustered. We present differential count network ("DCNet"), an annotation efficient modality that utilises keypoint detection to locate in brightfield images the centre points of cells (not nuclei) and their cell cl ...[more]