Error correction of depth images for multiview time-of-flight vision sensors

Author:

He Yu1ORCID,Chen Shengyong2

Affiliation:

1. Department of Computer Science, Tsinghua University, Beijing, China

2. College of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China

Abstract

The developing time-of-flight (TOF) camera is an attractive device for the robot vision system to capture real-time three-dimensional (3D) images, but the sensor suffers from the limit of low resolution and precision of images. This article proposes an approach to automatic generation of an imaging model in the 3D space for error correction. Through observation data, an initial coarse model of the depth image can be obtained for each TOF camera. Then, its accuracy is improved by an optimization method. Experiments are carried out using three TOF cameras. Results show that the accuracy is dramatically improved by the spatial correction model.

Funder

National Key R&D Program of China

Publisher

SAGE Publications

Subject

Artificial Intelligence,Computer Science Applications,Software

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