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Real-time multi-person pose estimation and tracking with AlphaPose

Real-time multi-person pose estimation and tracking with AlphaPose


AlphaPose: Whole-Body Regional Multi-Person Pose Estimation and Tracking in Real-Time

arXiv paper abstract https://arxiv.org/abs/2211.03375



Accurate whole-body multi-person pose estimation and tracking is an important yet challenging topic in computer vision.


To capture the subtle actions of humans for complex behavior analysis, whole-body pose estimation including the face, body, hand and foot is essential over conventional body-only pose estimation.


... present AlphaPose, a system that can perform accurate whole-body pose estimation and tracking jointly while running in realtime.


... propose several new techniques: Symmetric Integral Keypoint Regression (SIKR) for fast and fine localization, Parametric Pose Non-Maximum-Suppression (P-NMS) for eliminating redundant human detections and Pose Aware Identity Embedding for jointly pose estimation and tracking.


... method is able to localize whole-body keypoints accurately and tracks humans simultaneously given inaccurate bounding boxes and redundant detections.


... show a significant improvement over current state-of-the-art methods in both speed and accuracy ...



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