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arXiv Robotics — research abstracts· Shuo Wang, Shiqi Che, Dianze Dong, Wenxin Liu·· 1 days agoSignalEditorial score75

Polarization calibration of fisheye cameras using skylight in the wild

Polarization calibration of fisheye cameras using skylight in the wild

Summary

This paper presents a joint lens-analyzer calibration method for fisheye cameras that explicitly models incidence-dependent lens transmission, analyzer gains, and angular offsets.

Editorial context

The authors propose a joint lens-analyzer calibration method for fisheye cameras that models incidence-dependent transmission and analyzer imperfections, achieving a weighted mean absolute error below 0.5 degrees on outdoor sequences without dedicated equipment or predefined sky models.

Source: arXiv Robotics — research abstracts · Read original article ↗

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Publisher-reported claims, with original evidence. These results have not been independently verified by RoboSignal.

Reported numbers

  • mean absolute error

    <0.5

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    del. On real-world outdoor sequences, the proposed method achieves a weighted cross-frame angle-of-linear-polarization (AoLP) mean absolute error below 0.5{\deg} across all incidence angles, with a 73.4% reduction in the 80{\deg}-90{\deg} incidence angle region, and generalizes to an independent sequence with an overall mean absolute error of 0.466{\deg} without refitting. Preliminary solar-azimuth experiments using
    Open source S4
  • mean absolute error

    0.466

    View original evidence
    del. On real-world outdoor sequences, the proposed method achieves a weighted cross-frame angle-of-linear-polarization (AoLP) mean absolute error below 0.5{\deg} across all incidence angles, with a 73.4% reduction in the 80{\deg}-90{\deg} incidence angle region, and generalizes to an independent sequence with an overall mean absolute error of 0.466{\deg} without refitting. Preliminary solar-azimuth experiments using
    Open source S4
Source excerpts and review record

Automatically extracted; no manual editorial approval recorded.

del. On real-world outdoor sequences, the proposed method achieves a weighted cross-frame angle-of-linear-polarization (AoLP) mean absolute error below 0.5{\deg} across all incidence angles, with a 73.4% reduction in the 80{\deg}-90{\deg} incidence angle region, and generalizes to an independent sequence with an overall mean absolute error of 0.466{\deg} without refitting. Preliminary solar-azimuth experiments using

Open source S4

a camera mounted on a quadruped robot further show improved alignment with the visible solar center, supporting the potential of calibrated AoLP measurements for relative-heading estimation and future polarization--inertial navigation. The calibration software tool will be released upon acceptance of this paper.

Open source S5

Source:arXiv Robotics — research abstracts · arxiv.org

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