Retro-Reflective-Marker-Aided Target Pose Estimation in a Safety-Critical Environment

Laura Goncalves Ribeiro (Corresponding Author), Olli Suominen, Ahmed Durmush, Sari Peltonen, Emilio Ruiz Morales, Atanas Gotchev

Research output: Contribution to journalArticleScientificpeer-review

7 Citations (Scopus)

Abstract

Visual technologies have an indispensable role in safety-critical applications, where tasks must often be performed through teleoperation. Due to the lack of stereoscopic and motion parallax depth cues in conventional images, alignment tasks pose a significant challenge to remote operation. In this context, machine vision can provide mission-critical information to augment the operator’s perception. In this paper, we propose a retro-reflector marker-based teleoperation aid to be used in hostile remote handling environments. The system computes the remote manipulator’s position with respect to the target using a set of one or two low-resolution cameras attached to its wrist. We develop an end-to-end pipeline of calibration, marker detection, and pose estimation, and extensively study the performance of the overall system. The results demonstrate that we have successfully engineered a retro-reflective marker from materials that can withstand the extreme temperature and radiation levels of the environment. Furthermore, we demonstrate that the proposed maker-based approach provides robust and reliable estimates and significantly outperforms a previous stereo-matching-based approach, even with a single camera.
Original languageEnglish
Article number3
Number of pages26
JournalApplied Sciences
Volume11
Issue number1
DOIs
Publication statusPublished - 1 Jan 2021
MoE publication typeA1 Journal article-refereed

Keywords

  • Eye-in-hand
  • Marker detection
  • Optical tracking
  • Pose estimation
  • Retro-reflective markers
  • Safety critical
  • Stereoscopic
  • Teleoperation

Fingerprint

Dive into the research topics of 'Retro-Reflective-Marker-Aided Target Pose Estimation in a Safety-Critical Environment'. Together they form a unique fingerprint.

Cite this