Ontology highlight
ABSTRACT:
SUBMITTER: Ouyang W
PROVIDER: S-EPMC6976526 | biostudies-literature | 2019 Dec
REPOSITORIES: biostudies-literature
Nature methods 20191128 12
Pinpointing subcellular protein localizations from microscopy images is easy to the trained eye, but challenging to automate. Based on the Human Protein Atlas image collection, we held a competition to identify deep learning solutions to solve this task. Challenges included training on highly imbalanced classes and predicting multiple labels per image. Over 3 months, 2,172 teams participated. Despite convergence on popular networks and training techniques, there was considerable variety among th ...[more]