Using DeepLabCut for 3D markerless pose estimation across species and behaviors

Deep learning in biomedicine

(2018) Michael Wainberg et al.   NATURE BIOTECHNOLOGY

Behavioral tracking gets real

(2018) Kunlin Wei et al.   NATURE NEUROSCIENCE

DeepLabCut: markerless pose estimation of user-defined body parts with deep learning

(2018) Alexander Mathis et al.   NATURE NEUROSCIENCE

Fast animal pose estimation using deep neural networks

(2018) Talmo D. Pereira et al.   NATURE METHODS

Learning hand-eye coordination for robotic grasping with deep learning and large-scale data collection

(2017) Sergey Levine et al.   INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH

Somatosensory Cortex Plays an Essential Role in Forelimb Motor Adaptation in Mice

(2017) Mackenzie Weygandt Mathis et al.   NEURON

FlyLimbTracker: An active contour based approach for leg segment tracking in unmarked, freely behaving Drosophila

(2017) Virginie Uhlmann et al.   PLoS One

Computational Analysis of Behavior

(2016) S.E. Roian Egnor et al.   Annual Review of Neuroscience

3D for the people: multi-camera motion capture in the field with consumer-grade cameras and open source software

(2016) Brandon E. Jackson et al.   Biology Open

ImageNet Large Scale Visual Recognition Challenge

(2015) Olga Russakovsky et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Improved wide-angle, fisheye and omnidirectional camera calibration

(2015) Steffen Urban et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Deep learning

(2015) Yann LeCun et al.   NATURE

Mapping Sub-Second Structure in Mouse Behavior

(2015) Alexander B. Wiltschko et al.   NEURON

Terrestrial animal tracking as an eye on life and planet

(2015) R. Kays et al.   SCIENCE

A protocol and calibration method for accurate multi-camera field videography

(2014) D. H. Theriault et al.   JOURNAL OF EXPERIMENTAL BIOLOGY

Mapping the stereotyped behaviour of freely moving fruit flies

(2014) G. J. Berman et al.   Journal of the Royal Society Interface

Toward a Science of Computational Ethology

(2014) David J. Anderson et al.   NEURON

Discovery of Brainwide Neural-Behavioral Maps via Multiscale Unsupervised Structure Learning

(2014) J. T. Vogelstein et al.   SCIENCE

Automated image-based tracking and its application in ecology

(2014) Anthony I. Dell et al.   TRENDS IN ECOLOGY & EVOLUTION

Locomotion dynamics of hunting in wild cheetahs

(2013) A. M. Wilson et al.   NATURE

A 3D-Video-Based Computerized Analysis of Social and Sexual Interactions in Rats

(2013) Jumpei Matsumoto et al.   PLoS One

JAABA: interactive machine learning for automatic annotation of animal behavior

(2012) Mayank Kabra et al.   NATURE METHODS

Correction: Automated Tracking of Animal Posture and Movement during Exploration and Sensory Orientation Behaviors

(2012) Alex Gomez-Marin et al.   PLoS One

Human motion tracking for rehabilitation—A survey

(2007) Huiyu Zhou et al.   Biomedical Signal Processing and Control