IntegraPose: A unified framework for simultaneous pose estimation and behavior classification

doi:10.1016/j.neuroscience.2025.10.020

IntegraPose: A unified framework for simultaneous pose estimation and behavior classification

2025-10-22

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DOI：10.1016/j.neuroscience.2025.10.020

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• Unified Pose and Behavior Analysis:IntegraPose delivers pose estimation and behavioral classification within a single inference pass using YOLOv11-Pose model. • High Performance Across Diverse Rodent Datasets:IntegraPose achieves robust performance on four rodent datasets (single- and multi-animal), with rapid inference times (8.3–13.4ms per frame), enabling high-throughput behavioral analysis. • Open-source and User-Friendly: The open-source, GUI-driven toolkit simplifies annotation and analysis, requiring minimal data science expertise, allowing researchers to train custom models for integrated pose-estimation and behavioral classification.

IntegraPose: A unified framework for simultaneous pose estimation and behavior classification

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