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Article

Local Six-DoF Pose Refinement for Small-Diameter Cylindrical Markers Using Geometric Inconsistencies in the Unwrapped Cylindrical-Surface Image

by
Nobuyoshi Hashimoto
Department of Mechanical Systems Engineering, The University of Shiga Prefecture, Hikone 522-8533, Shiga, Japan
Appl. Sci. 2026, 16(19), 9428; https://doi.org/10.3390/app16199428 (registering DOI)
Submission received: 4 August 2026 / Revised: 13 September 2026 / Accepted: 20 September 2026 / Published: 22 September 2026
(This article belongs to the Special Issue Advances in Computer Vision and Digital Image Processing)

Featured Application

The intended application is skill assessment and training support for manual tasks involving small-diameter instruments such as pens, probes, and spatulas. A monocular camera measures the instrument pose under static or quasi-static conditions without a protruding marker head, and a separately calibrated tip offset is used to obtain the instrument-tip position.

Abstract

This study proposes a local six-DoF pose-refinement method for small-diameter, pen-shaped instruments using geometric inconsistencies in unwrapped images of a paper-based cylindrical marker with an outer diameter of 8.3 mm after attachment. Full-circumference bands refine the cylinder-center position and longitudinal-axis orientation (five DoFs), while dot-edge image coordinates refine roll about the cylinder axis. The fixed 5+1-DoFscheme was evaluated in Geometry and Detector modes using 240 reference poses excluded from identification and tuning and 16 combined initial-error conditions per pose (3840 trajectories per mode). In the independent CG local-refinement evaluation, 17.60% of Detector-mode trajectories failed under the CG evaluation criteria; among 3164 algorithmically completed trajectories, 20 (0.63%) ended with greater normalized pose error than initially. In a separate end-to-end CG evaluation of 240 images, the current coarse initializer produced 157 coarse poses, 111 correct IDs, and 81 P0 completions; only 1 of 240 outputs also satisfied translation and rotation error thresholds of 0.10 mm and 0.10, respectively. Thus, local-refinement and front-end/global capture performance must be evaluated separately. In K-transfer tests, matched rendering and processing intrinsic matrices showed no substantial deterioration, whereas intentional endpoint mismatch caused correction failure. For previously acquired real images, post-hoc nominal-setting analysis showed reduced XYZ RMSE after refinement, but did not constitute absolute-accuracy validation against an independent external reference.
Keywords: cylindrical fiducial marker; six-DoF pose refinement; cylindrical-surface unwrapping; geometric inconsistency; iterative pose refinement; small-diameter instrument measurement cylindrical fiducial marker; six-DoF pose refinement; cylindrical-surface unwrapping; geometric inconsistency; iterative pose refinement; small-diameter instrument measurement

Share and Cite

MDPI and ACS Style

Hashimoto, N. Local Six-DoF Pose Refinement for Small-Diameter Cylindrical Markers Using Geometric Inconsistencies in the Unwrapped Cylindrical-Surface Image. Appl. Sci. 2026, 16, 9428. https://doi.org/10.3390/app16199428

AMA Style

Hashimoto N. Local Six-DoF Pose Refinement for Small-Diameter Cylindrical Markers Using Geometric Inconsistencies in the Unwrapped Cylindrical-Surface Image. Applied Sciences. 2026; 16(19):9428. https://doi.org/10.3390/app16199428

Chicago/Turabian Style

Hashimoto, Nobuyoshi. 2026. "Local Six-DoF Pose Refinement for Small-Diameter Cylindrical Markers Using Geometric Inconsistencies in the Unwrapped Cylindrical-Surface Image" Applied Sciences 16, no. 19: 9428. https://doi.org/10.3390/app16199428

APA Style

Hashimoto, N. (2026). Local Six-DoF Pose Refinement for Small-Diameter Cylindrical Markers Using Geometric Inconsistencies in the Unwrapped Cylindrical-Surface Image. Applied Sciences, 16(19), 9428. https://doi.org/10.3390/app16199428

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