Mathis, Alexander

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

Mathis, A., Mamidanna, P., Cury, K. M., Abe, T., Murthy, V. N., Mathis, M. W., & Bethge, M. (2018) · Nature Neuroscience

Human Pose and Action RecognitionVideo Surveillance and Tracking Methods

Cited by 5,187

Perspectives in machine learning for wildlife conservation

Tuia, D., Kellenberger, B., Beery, S., Costelloe, B. R., Zuffi, S., Risse, B., Mathis, A., Mathis, M. W., van Langevelde, F., Burghardt, T., et al. (2022) · Nature Communications

Wildlife Ecology and ConservationSpecies Distribution and Climate Change

Cited by 740

Deep learning tools for the measurement of animal behavior in neuroscience

Mathis, M. W., & Mathis, A. (2020) · Current Opinion in Neurobiology

Human Pose and Action RecognitionAdvanced Neural Network Applications

Cited by 450

Neuronal Representation of Social Information in the Medial Amygdala of Awake Behaving Mice

Li, Y., Mathis, A., Grewe, B. F., Osterhout, J. A., Ahanonu, B., Schnitzer, M. J., Murthy, V. N., & Dulac, C. (2017) · Cell

Neuroendocrine regulation and behaviorMemory and Neural Mechanisms

Cited by 291

A Primer on Motion Capture with Deep Learning: Principles, Pitfalls, and Perspectives

Mathis, A., Schneider, S., Lauer, J., & Mathis, M. W. (2020) · Neuron

Human Pose and Action RecognitionHuman Motion and Animation

Cited by 231

Keypoint-MoSeq: parsing behavior by linking point tracking to pose dynamics

Weinreb, C., Pearl, J. E., Lin, S., Osman, M. A. M., Zhang, L., Annapragada, S., Conlin, E., Hoffmann, R., Makowska, S., Gillis, W. F., et al. (2024) · Nature Methods

Human Pose and Action RecognitionNeurobiology and Insect Physiology Research

Cited by 228

Perspectives on Individual Animal Identification from Biology and Computer Vision

Vidal, M., Wolf, N., Rosenberg, B., Harris, B. P., & Mathis, A. (2021) · Integrative and Comparative Biology

Video Surveillance and Tracking MethodsWildlife Ecology and Conservation

Cited by 104

AcinoSet: A 3D Pose Estimation Dataset and Baseline Models for Cheetahs in the Wild

Joska, D., Clark, L., Muramatsu, N., Jericevich, R., Nicolls, F., Mathis, A., Mathis, M. W., & Patel, A. (2021) · 2021 IEEE International Conference on Robotics and Automation (ICRA)

Human Pose and Action RecognitionAdvanced Vision and Imaging

Cited by 66