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cvat.py's Introduction

cvat.py

Alex Beng's validation scripts(mainly python) for cvat

setup

This repo needs the opencv-python with BUILD_opencv_python3, OPENCV_ENABLE_NONFREE and OPENCV_EXTRA_MODULES_PATH enabled and manually installed.

GI visual odometer

  • simple 2d frame-frame
  • frame-map

Filter-based Multi-source GI location

  • capture/video/other source
  • feature-match GI location
  • template-match-based GI location
  • odemeter
  • filter-based or optimization-based location
    • filter-based, simple KF
    • with non-linear mouse model, ESKF.
    • frameSLAM, only opt the pose without loop closure. opt in se(2) space.

sequence to path/trajectory

  • reused the Filter-based location
  • path/trajectory generation (algorithm needed)

anchor-based big map location

  • GI anchor detection
  • anchor data parser
  • RANSAC-based loaction

SLAM-based 3D-2D fusion

  • run the SLAM
  • ground finding (RANSAC may be used)
  • 3D-2D fusion

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