10.5281/zenodo.4836665
https://zenodo.org/records/4836665
oai:zenodo.org:4836665
Robert D. Chambers
Robert D. Chambers
Pet insight Project, Kinship
Nathanael C. Yoder
Nathanael C. Yoder
Pet insight Project, Kinship
Aletha B. Carson
Aletha B. Carson
Pet insight Project, Kinship
Christian Junge
Christian Junge
Pet insight Project, Kinship
David E. Allen
David E. Allen
Pet insight Project, Kinship
Laura M. Prescott
Laura M. Prescott
Pet insight Project, Kinship
Sophie Bradley
Sophie Bradley
Waltham Petcare Science Institute
Garrett Wymore
Garrett Wymore
Pet insight Project, Kinship
Kevin Lloyd
Kevin Lloyd
Pet insight Project, Kinship
Scott Lyle
Scott Lyle
Pet insight Project, Kinship
Supplementary Materials for: Deep Learning Classification of Canine Behavior Using a Single Collar-Mounted Accelerometer: Real-World Validation
Zenodo
2021
2021-05-28
10.5281/zenodo.4836664
Creative Commons Attribution 4.0 International
Supplementary Materials
Figure S1: Guide to interpreting supplementary videos. The videos listed below follow the template in this frame capture. The source video file is played in an inset (a), and the synchronized accelerometer data is scrolled through the plot in (b). The head motion estimate produced by the algorithm (accounting for device position and orientation on the collar) is visualized in (c). The algorithm estimates the probability that various behaviors (d) and postures (e) are occurring, based solely on the accelerometer data (the video data is not seen or otherwise used by the algorithm). A small visual display of the most likely predicted class is superimposed on the inset (f).
Table S1: Index of supplementary videos
Reason Included
Video
Examples of eating- and drinking-related behaviors, including licking the empty bowl.
S1, S2, S3
Example of general behavior, including playing.
S4
Examples of dermatology-related behaviors: scratching, self-licking, rubbing, and shaking.
S5
S6
Classification of eating behavior while eating from a slow-feed bowl, which presents some challenges to the algorithms.
S7