A primer on motion capture with deep learning: principles, pitfalls, and perspectives

A Mathis, S Schneider, J Lauer, MW Mathis - Neuron, 2020 - cell.com
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 …

Spatial memory and animal movement

WF Fagan, MA Lewis, M Auger‐Méthé, T Avgar… - Ecology …, 2013 - Wiley Online Library
Memory is critical to understanding animal movement but has proven challenging to study.
Advances in animal tracking technology, theoretical movement models and cognitive …

Estimates for energy expenditure in free‐living animals using acceleration proxies: A reappraisal

RP Wilson, L Börger, MD Holton… - Journal of Animal …, 2020 - Wiley Online Library
It is fundamentally important for many animal ecologists to quantify the costs of animal
activities, although it is not straightforward to do so. The recording of triaxial acceleration by …

Energy landscapes shape animal movement ecology

ELC Shepard, RP Wilson, WG Rees… - The American …, 2013 - journals.uchicago.edu
The metabolic costs of animal movement have been studied extensively under laboratory
conditions, although frequently these are a poor approximation of the costs of operating in …

Observing the unwatchable through acceleration logging of animal behavior

DD Brown, R Kays, M Wikelski, R Wilson… - Animal Biotelemetry, 2013 - Springer
Behavior is an important mechanism of evolution and it is paid for through energy
expenditure. Nevertheless, field biologists can rarely observe animals for more than a …

Validation of cut-points for evaluating the intensity of physical activity with accelerometry-based mean amplitude deviation (MAD)

H Vähä-Ypyä, T Vasankari, P Husu, A Mänttäri… - PloS one, 2015 - journals.plos.org
Purpose Our recent study of three accelerometer brands in various ambulatory activities
showed that the mean amplitude deviation (MAD) of the resultant acceleration signal …

Classification of behaviour in housed dairy cows using an accelerometer-based activity monitoring system

JA Vázquez Diosdado, ZE Barker, HR Hodges… - Animal …, 2015 - Springer
Background Advances in bio-telemetry technology have made it possible to automatically
monitor and classify behavioural activities in many animals, including domesticated species …

A flexible GPS tracking system for studying bird behaviour at multiple scales

W Bouten, EW Baaij, J Shamoun-Baranes… - Journal of …, 2013 - Springer
Tracking devices and bio-loggers provide crucial information on the ecology and behaviour
of birds in their natural environment. An optimal tracking system should be lightweight …

Tri-axial dynamic acceleration as a proxy for animal energy expenditure; should we be summing values or calculating the vector?

L Qasem, A Cardew, A Wilson, I Griffiths, LG Halsey… - PloS one, 2012 - journals.plos.org
Dynamic body acceleration (DBA) has been used as a proxy for energy expenditure in
logger-equipped animals, with researchers summing the acceleration (overall dynamic body …

From local collective behavior to global migratory patterns in white storks

A Flack, M Nagy, W Fiedler, ID Couzin, M Wikelski - Science, 2018 - science.org
Soaring migrant birds exploit columns of rising air (thermals) to cover large distances with
minimal energy. Using social information while locating thermals may benefit such birds, but …