Evidence map›Paper›PMID 41901988›Full record

ArticleSensors (Basel, Switzerland)2026

A Fiducial-Marker-Based Localization Method for Automotive Chassis Bolt Assembly.

Xiangqian Peng, Yingjie Xiao, Zhewu Chen, Kaijie Chen, Hong Huang

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Xiangqian PengSchool of Mechanical Engineering, Hunan University of Science and Technology, Xiangtan 411201, China.ORCID 0009-0005-6379-341X
Yingjie XiaoSchool of Mechanical Engineering, Hunan University of Science and Technology, Xiangtan 411201, China.ORCID 0009-0001-2025-461X
Zhewu ChenSchool of Mechanical Engineering, Hunan University of Science and Technology, Xiangtan 411201, China.
Kaijie ChenSchool of Mechanical Engineering, Hunan University of Science and Technology, Xiangtan 411201, China.
Hong HuangSchool of Intelligent Science and Engineering, Hunan Engineering University, Xiangtan 411104, China.ORCID 0009-0000-0455-0040

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

To address the difficulty of accurately localizing automotive chassis bolts during the assembly process-caused by non-uniform illumination, limited camera installation space, and occlusions from the vehicle body structure-a fiducial-marker-based localization method is proposed. In this method, a concentric ring-shaped fiducial marker is affixed to the bottom of the assembly wrench, and its region of interest (ROI) is extracted using an HSV color space segmentation algorithm. To overcome interference from uneven lighting and insufficient brightness in industrial environments, an improved Retinex-based image enhancement algorithm is introduced, which significantly improves the robustness and accuracy of ROI extraction. The extracted ROI image is subjected to ellipse fitting, and the fitting process is optimized by incorporating the Leitz criterion. Experimental results show that the optimized ellipse fitting algorithm achieves higher accuracy and significantly enhances the reliability of fitting. Since perspective projection of spatial circles leads to displacement of the circle center, the actual projected center of the fiducial marker in the image is calculated by estimating the normal vector of the circular plane using vanishing lines and the ellipse parameter matrix. This enables spatial localization of the bolt end. The proposed method is validated by comparing the localization results with the theoretical coordinates of the bolt holes. Experimental results demonstrate that the method offers high localization accuracy and strong robustness, meeting the practical precision requirements for automatic bolt assembly in industrial applications.

Indexed as

automotive chassis bolt assemblyellipse fittingLeitz criterionRetinex modelvisual localization method

Identifiers

PMID41901988
PMCPMC13030166

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.