Occlusion handling for a target-tracking robot with a stereo camera

ROBOMECH Journal

Kazunori Umeda¹  Gakuto Masuyama¹  Yuzuka Isobe² 

[1] Faculty of Science and Engineering, Chuo University, Tokyo, Japan;School of Science and Engineering, Chuo University, Tokyo, Japan

关键词: Occlusion handling;    Target tracking;    Mobile robot;    Illumination changes;    Stereo camera;   

DOI  :  10.1186/s40648-018-0101-2

学科分类：人工智能

来源: Springer

【 摘 要 】

This paper presents an occlusion-handling method for a target-tracking robot with a stereo camera. One of the main challenges with the robot is to continue tracking when the illumination changes and occlusion occurs. In order to cope with the challenge, we use both color and disparity images acquired from a stereo camera. The tracking system is composed of three phases: candidate extraction, target identification, and occlusion handling. First, by using only three-dimensional (3D) information, target candidates are extracted. Second, the target is identified from the candidates based on a combination of both color and location features of the target and candidates. The combination depends on illumination changes that are supposed by changes in the white balance. Finally, the state of occlusion is estimated by results of both the analysis of the positional relationship between the candidates and the identification of a target. The proper procedure for the state is implemented. In the off-line experiments, the proposed method is compared with previous methods. Then, the proposed method is applied to a mobile robot, and an on-line experiment is carried out. Through the experiments, the effectiveness of the proposed method is verified.

【 授权许可】

CC BY