Quantifying behavior to understand the brain
Over the past years, numerous methods have emerged to automate the quantification of
animal behavior at a resolution not previously imaginable. This has opened up a new field of …
animal behavior at a resolution not previously imaginable. This has opened up a new field of …
A primer on motion capture with deep learning: principles, pitfalls, and perspectives
Extracting behavioral measurements non-invasively from video is stymied by the fact that it is
a hard computational problem. Recent advances in deep learning have tremendously …
a hard computational problem. Recent advances in deep learning have tremendously …
A paradigm shift in translational psychiatry through rodent neuroethology
Mental disorders are a significant cause of disability worldwide. They profoundly affect
individuals' well-being and impose a substantial financial burden on societies and …
individuals' well-being and impose a substantial financial burden on societies and …
Simple Behavioral Analysis (SimBA)–an open source toolkit for computer classification of complex social behaviors in experimental animals
Aberrant social behavior is a core feature of many neuropsychiatric disorders, yet the study
of complex social behavior in freely moving rodents is relatively infrequently incorporated …
of complex social behavior in freely moving rodents is relatively infrequently incorporated …
Deep learning-based behavioral analysis reaches human accuracy and is capable of outperforming commercial solutions
O Sturman, L von Ziegler, C Schläppi, F Akyol… - …, 2020 - nature.com
To study brain function, preclinical research heavily relies on animal monitoring and the
subsequent analyses of behavior. Commercial platforms have enabled semi high …
subsequent analyses of behavior. Commercial platforms have enabled semi high …
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 …
study neural function, gene mutations, and pharmacological therapies. Behaviors of interest …
SMART-BARN: Scalable multimodal arena for real-time tracking behavior of animals in large numbers
The SMART-BARN (scalable multimodal arena for real-time tracking behavior of animals in
large numbers) achieves fast, robust acquisition of movement, behavior, communication …
large numbers) achieves fast, robust acquisition of movement, behavior, communication …
AmadeusGPT: a natural language interface for interactive animal behavioral analysis
The process of quantifying and analyzing animal behavior involves translating the naturally
occurring descriptive language of their actions into machine-readable code. Yet, codifying …
occurring descriptive language of their actions into machine-readable code. Yet, codifying …
Three-dimensional surface motion capture of multiple freely moving pigs using MAMMAL
Understandings of the three-dimensional social behaviors of freely moving large-size
mammals are valuable for both agriculture and life science, yet challenging due to …
mammals are valuable for both agriculture and life science, yet challenging due to …
Big behavior: challenges and opportunities in a new era of deep behavior profiling
The assessment of rodent behavior forms a cornerstone of preclinical assessment in
neuroscience research. Nonetheless, the true and almost limitless potential of behavioral …
neuroscience research. Nonetheless, the true and almost limitless potential of behavioral …