2002 · 26 citations · 12 references
ComputingComputer ScienceComputational GeometryComputer VisionMachine VisionBody OrientationCamera GeometryGeometry ProcessingMulti-view GeometryPose EstimationPosture3D Pose EstimationArticulated Pose EstimationBody Pose EstimationBody SilhouettesContour AnalysisGenetic Algorithm OptimizationHead Pose EstimationHuman Pose Estimation
This paper proposes a new real-time method for estimating human postures in 3D from trinocular images. In this method, an upper body orientation detection and a heuristic contour analysis are performed on the human silhouettes extracted from the trinocular images so that representative points such as the top of the head can be located. The major joint positions are estimated based on a genetic algorithm-based learning procedure. 3D coordinates of the representative points and joints are then obtained from the two views by evaluating the appropriateness of the three views. The proposed method implemented on a personal computer runs in real-time. Experimental results show high estimation accuracies and the effectiveness of the view selection process.
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3-D model-based tracking of humans in action: a multi-view approach
Dariu M. Gavrila, L.S. Davis · 1996 · 702 citations