Evropi Toulkeridou, Carlos Enrique Gutierrez, Daniel Baum, Kenji Doya, Evan P. Economo
{"title":"Front Cover: Automated segmentation of insect anatomy from micro-CT images using deep learning","authors":"Evropi Toulkeridou, Carlos Enrique Gutierrez, Daniel Baum, Kenji Doya, Evan P. Economo","doi":"10.1002/ntls.202340001","DOIUrl":null,"url":null,"abstract":"Micro-CT imaging has become readily accessible for morphological biology studies, generating data at overwhelming rates. To facilitate ecological discovery, micro-CT-produced 3D images of animals need efficient processing and analysis. However, segmentation of inner parts of scanned specimens can be very time-consuming. In this cover article ntls.20230010, Evropi Toulkeridou and colleagues develop a deep learning-based pipeline for accurate, fully automated segmentation of micro-CT images of insects, designed for ant brains but extendable to other insects. Further, their annotated dataset is among the first for micro-CT images of insects.","PeriodicalId":501225,"journal":{"name":"Natural Sciences","volume":"43 49","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2023-10-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Natural Sciences","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1002/ntls.202340001","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Micro-CT imaging has become readily accessible for morphological biology studies, generating data at overwhelming rates. To facilitate ecological discovery, micro-CT-produced 3D images of animals need efficient processing and analysis. However, segmentation of inner parts of scanned specimens can be very time-consuming. In this cover article ntls.20230010, Evropi Toulkeridou and colleagues develop a deep learning-based pipeline for accurate, fully automated segmentation of micro-CT images of insects, designed for ant brains but extendable to other insects. Further, their annotated dataset is among the first for micro-CT images of insects.