Robot Hand-Eye Calibration Target Selection and Design: From Planar Targets to Calibration-Free Methods

Robot hand-eye calibration is a fundamental procedure for establishing the spatial relationship between a robot's end-effector and its vision sensor, which is critical for precision tasks in automation. The accuracy and efficiency of this calibration process are heavily dependent on the proper selection of calibration targets. However, existing surveys predominantly focus on solution algorithms while lacking a systematic treatment of target design. This paper reviews four categories of calibration targets in hand-eye calibration—2D planar targets, 3D standard bodies, single-plane/natural workpieces, and calibration-free methods—examining their design principles, applicable conditions, and representative contributions. A systematic comparison is conducted across dimensions including manufacturing cost, calibration accuracy, operational convenience, sensor compatibility, and online calibration friendliness. Based on this analysis, a decision framework for selecting calibration targets in engineering applications is proposed to guide calibration scheme design under different scenarios.

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Publication Details

Journal
Applied and Computational Engineering
Published
2026-11-10
DOI
https://doi.org/10.54254/2755-2721/2026.ld38736
Primary Topic
Robot Manipulation and Learning
Type
article
Field-Weighted Citation Impact
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article

Robot Hand-Eye Calibration Target Selection and Design: From Planar Targets to Calibration-Free Methods

Wenbo Xiong
Applied and Computational Engineering
Robot Manipulation and Learning
article

Robot Hand-Eye Calibration Target Selection and Design: From Planar Targets to Calibration-Free Methods

Wenbo Xiong
article en

Abstract

Robot hand-eye calibration is a fundamental procedure for establishing the spatial relationship between a robot's end-effector and its vision sensor, which is critical for precision tasks in automation. The accuracy and efficiency of this calibration process are heavily dependent on the proper selection of calibration targets. However, existing surveys predominantly focus on solution algorithms while lacking a systematic treatment of target design. This paper reviews four categories of calibration targets in hand-eye calibration—2D planar targets, 3D standard bodies, single-plane/natural workpieces, and calibration-free methods—examining their design principles, applicable conditions, and representative contributions. A systematic comparison is conducted across dimensions including manufacturing cost, calibration accuracy, operational convenience, sensor compatibility, and online calibration friendliness. Based on this analysis, a decision framework for selecting calibration targets in engineering applications is proposed to guide calibration scheme design under different scenarios.

Applied and Computational EngineeringVol. 279(1)
Robot Manipulation and Learning
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