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Incrementally Learning Human Pose Mapping Model
增量式人体姿态映射模型的学习方法

Keywords: Pose estimation,Gaussian process regression,Locally weighted projection regression,Incremental learning
姿态估计
,高斯过程回归,局部加权投影回归,增量学习

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Abstract:

Dicriminative approaches to 3D human pose estimation directly learn a mapping from image observations to pose,which requires large training sets.Gaussian process regression(GPR) to learn this mappings has been limited for high computational complexity,so we proposed a incrementally learning mappings based on GPR and Locally Weighted Projection Regression(LWPR).The approach utilized GPR to learn individual local models and LWPR to update exis-ting models or learn a new local model for pose estimation.The exp...

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