DeepEthogram, a machine learning pipeline for supervised behavior classification from raw pixels

Videos of animal behavior are used to quantify researcher-defined behaviors of interest to study neural function, gene mutations, and pharmacological therapies. Behaviors of interest are often scored manually, which is time-consuming, limited to few behaviors, and variable across researchers. We cre...

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Vydané v:	eLife Ročník 10
Hlavní autori:	Bohnslav, James P, Wimalasena, Nivanthika K, Clausing, Kelsey J, Dai, Yu Y, Yarmolinsky, David A, Cruz, Tomás, Kashlan, Adam D, Chiappe, M Eugenia, Orefice, Lauren L, Woolf, Clifford J, Harvey, Christopher D
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	England eLife Sciences Publications Ltd 02.09.2021 eLife Sciences Publications, Ltd
Predmet:	Animal behavior Animals behavior analysis Biomedical research Classification computer vision Datasets deep learning Drosophila melanogaster Female Grooming Humans Image Processing, Computer-Assisted Kinetics Learning algorithms Machine learning Male Mars Mice Mice, Inbred C57BL Motor Activity Neural networks Neural Networks, Computer Neuroscience Pattern Recognition, Automated Reproducibility of Results Researchers Social Behavior Software Supervised Machine Learning Tools and Resources Walking deep learning mouse D. melanogaster neuroscience behavior analysis computer vision
ISSN:	2050-084X, 2050-084X
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