TY - GEN
T1 - Primate markerless pose estimation and movement analysis using deeplabcut
AU - Labuguen, Rollyn
AU - Bardeloza, Dean Karlo
AU - Negrete, Salvador Blanco
AU - Matsumoto, Jumpei
AU - Inoue, Kenichi
AU - Shibata, Tomohiro
N1 - Publisher Copyright:
© 2019 IEEE.
PY - 2019/5
Y1 - 2019/5
N2 - The analysis and understanding of primate behavior play a fundamental role in fields such as neuroscience, medicine, psychology, genetics, and more. This paper demonstrates an automatic detection of primate features by using an open-source deep learning toolset, DeepLabCut. We trained the deep neural network to locate 17 features and extract the monkey pose by relating the set of features detected. The model is trained with 5,967 manually annotated monkey images, which achieved train and test set errors of 3.61 and 19.72 unit pixels respectively. We also plotted the feature trajectories across multiple frames to show that the trained model can be used for analyzing behavior.
AB - The analysis and understanding of primate behavior play a fundamental role in fields such as neuroscience, medicine, psychology, genetics, and more. This paper demonstrates an automatic detection of primate features by using an open-source deep learning toolset, DeepLabCut. We trained the deep neural network to locate 17 features and extract the monkey pose by relating the set of features detected. The model is trained with 5,967 manually annotated monkey images, which achieved train and test set errors of 3.61 and 19.72 unit pixels respectively. We also plotted the feature trajectories across multiple frames to show that the trained model can be used for analyzing behavior.
KW - Deep learning
KW - Monkey pose
KW - Neural networks
UR - http://www.scopus.com/inward/record.url?scp=85074106229&partnerID=8YFLogxK
U2 - 10.1109/ICIEV.2019.8858533
DO - 10.1109/ICIEV.2019.8858533
M3 - 会議への寄与
AN - SCOPUS:85074106229
T3 - 2019 Joint 8th International Conference on Informatics, Electronics and Vision, ICIEV 2019 and 3rd International Conference on Imaging, Vision and Pattern Recognition, icIVPR 2019 with International Conference on Activity and Behavior Computing, ABC 2019
SP - 297
EP - 300
BT - 2019 Joint 8th International Conference on Informatics, Electronics and Vision, ICIEV 2019 and 3rd International Conference on Imaging, Vision and Pattern Recognition, icIVPR 2019 with International Conference on Activity and Behavior Computing, ABC 2019
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - Joint 8th International Conference on Informatics, Electronics and Vision and 3rd International Conference on Imaging, Vision and Pattern Recognition, ICIEV and icIVPR 2019
Y2 - 30 May 2019 through 2 June 2019
ER -