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Updated: Oct 30, 2025

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Pose Estimation of Omnidirectional Camera with Improved EPnP Algorithm.

Xuanrui Gong1, Yaowen Lv1, Xiping Xu1

  • 1College of Optoelectronic Engineering, Changchun University of Science and Technology, Changchun 130022, China.

Sensors (Basel, Switzerland)
|July 2, 2021
PubMed
Summary
This summary is machine-generated.

This study introduces a linear imaging model for omnidirectional cameras, improving pose estimation accuracy. The enhanced EPnP algorithm demonstrates robust performance, even with noisy data from 360° imaging.

Keywords:
Perspective-n-Pointomnidirectional camerapose estimation

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Area of Science:

  • Computer Vision
  • Robotics
  • Optical Engineering

Background:

  • Omnidirectional cameras offer a wide field of view (360° horizontal imaging) but introduce nonlinear distortions due to mirror reflections.
  • Estimating the pose of omnidirectional cameras is challenging due to altered collinearity and scene distortions.

Purpose of the Study:

  • To develop a method for accurate omnidirectional camera pose estimation.
  • To address the nonlinear distortions inherent in 360° imaging systems.

Main Methods:

  • Derived a mapping from omnidirectional to traditional camera models.
  • Proposed a novel omnidirectional camera linear imaging model.
  • Improved the EPnP algorithm for pose calculation based on the linear model.

Main Results:

  • Validated the proposed linear imaging model through simulations and physical experiments.
  • The improved EPnP algorithm effectively calculates omnidirectional camera pose.
  • The method demonstrated good noise resistance in pose estimation.

Conclusions:

  • The proposed linear imaging model and enhanced EPnP algorithm provide a viable solution for accurate omnidirectional camera pose estimation.
  • This approach effectively mitigates the challenges posed by nonlinear distortions in 360° imaging.