Article

Automated community ecology using deep learning: a case study of planktonic foraminifera

2022-11-01

Abstract excerpt

The development of deep learning methods using convolutional neural networks (CNNs) has revolutionised the field of computer vision in recent years. The automation of taxonomic identification using CNNs leads naturally to the use of such technology for rapidly generating large organismal datasets in order to study the evolutionary and ecological dynamics of biological communities across time and space. While CNNs...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: aec8add7-88f3-5a79-bcee-e986eae04e9d
DOI: 10.1101/2022.10.31.514514

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Automated community ecology using deep learning: a case study of planktonic foraminiferaDOI 10.1101/2022.10.31.514514Read

The global genetic diversity of planktonic foraminifera reveals the structure of cryptic speciation in plankton.Semantic proximity Read

Applications for deep learning in ecologySemantic proximity Read

Laboratory application of the Aquascope approach of automated imaging and classification for long-term plankton monitoringSemantic proximity Read

Genomic and Phenotypic Delimitation of Species in a Temperate Aquatic Biodiversity Hotspot.Semantic proximity Read

100 years of anthropogenic impact causes changes in freshwater functional biodiversitySemantic proximity Read

AI-based graptolite identification improves shale gas explorationSemantic proximity Read

LizardLens: A Two-Stage Deep Learning Pipeline for Detecting and Classifying Similar Species in Visually Complex EnvironmentsSemantic proximity Read

Deep learning for species identification of modern and fossil rodent molarsSemantic proximity Read

LizardLens: A Two-Stage Deep Learning Pipeline for Detecting and Classifying Similar Species in Visually Complex EnvironmentsSemantic proximity Read

A roadmap to define and select aquatic biological traits at different scales of analysis.Semantic proximity Read

Cryptic species of planktonic foraminifera: their effect on palaeoceanographic reconstructions.Semantic proximity Read

A compilation of quantitative functional traits for marine and freshwater crustacean zooplankton.Semantic proximity Read