Topic · Computer Vision and Pattern Recognition · Computer Science

Human Pose and Action Recognition

OpenAlex topic; a paper is listed when OpenAlex scores it at least 0.5 for this topic.

2 papers

ABEL: an active-learning behavior estimation and labeling platform

Jobe L. Ritchie, Brianna A. George, Alison V. Roland, Caroline G Krieman, Brooke N. Bender, Maya R Eberle, Grace A Stys, William C. Der, Lili S Kooyman, Adriane M. Lawes, Rajon T. Scott, Todd K. O’Buckley, Marissa M. R. McLean, Chloe J. Gallagher, Joyce Besheer, Thomas L. Kash

A no-code clip-level active-learning platform combining pose, video and region-of-interest features trains rodent behavior classifiers (mean precision-recall AUC 0.90, 45 behaviors, eight assays) largely agreeing with expert human scoring.

bioRxiv · Sep 9, 2026 · PreprintNeuroscience✦ In-depth digest

YOLO-Behaviour: A simple, flexible framework to automatically quantify animal behaviours from videos

Alex Hoi Hang Chan, Prasetia Utama Putra, Harald Thomas Schupp, Johanna Köchling, Jana Straßheim, Britta Renner, Julia Schroeder, William D. Pearse, Shinichi Nakagawa, Terry A. Burke, Michael Griesser, Andrea Meltzer, Saverio Lubrano, Fumihiro Kano

YOLOv8 detection with SORT event grouping and grid-search tuning quantifies visually distinct behaviours from video across 5 case studies, reaching f1-scores of 0.62 to 0.94.

Methods in Ecology and Evolution · Feb 12, 2025Peer-reviewedAnimal Behavior & Cognition✦ In-depth digest