JOURNAL ARTICLE

Human Pose Estimation Using RGBD Images

Wataru MORINAGAAkihiro KawamuraRyo Kurazume

Year: 2023 Journal:   The Proceedings of JSME annual Conference on Robotics and Mechatronics (Robomec) Vol: 2023 (0)Pages: 2A2-H01   Publisher: Japan Society Mechanical Engineers

Abstract

This paper presents a method to improve the accuracy of human pose estimation using RGBD images. 3D pose estimation based on mapping depth images to RGB images has a problem. It is the error in the depth direction caused by the low accuracy of the depth image and the fact that the estimated points are on the surface of the body. This paper proposes a method to improve the accuracy by using a correction algorithm based on ICP. The method consists of a measurement system that measures RGBD images and estimates human posture, and a correction algorithm using ICP.

Keywords:
Artificial intelligence Computer vision Pose Computer science Estimation Pattern recognition (psychology) Engineering

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Topics

Industrial Vision Systems and Defect Detection
Physical Sciences →  Engineering →  Industrial and Manufacturing Engineering
Image and Video Stabilization
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Hand Gesture Recognition Systems
Physical Sciences →  Computer Science →  Human-Computer Interaction

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