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replicAnt: a pipeline for generating annotated images of animals in complex environments using Unreal Engine

Deep learning-based computer vision methods are transforming animal behavioural research. Transfer learning has enabled work in non-model species, but still requires hand-annotation of example footage, and is only performant in well-defined conditions. To help overcome these limitations, we develope...

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Detalles Bibliográficos
Autores principales: Plum, Fabian, Bulla, René, Beck, Hendrik K., Imirzian, Natalie, Labonte, David
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10632501/
https://www.ncbi.nlm.nih.gov/pubmed/37938222
http://dx.doi.org/10.1038/s41467-023-42898-9