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An easy-to-use library for calibrating cameras in python

Project description

Calligator

An easy-to-use library for calibrating cameras in python

The calibration library should follow these requirements:

  • be able to detect points from checkerboard or charuco board easily
  • save intermediate points somewhere, so that optimization can restart quickly
  • optimize extrinsics and intrinsics jointly using LM method
  • start with opencv intrinsics calibration if possible
  • support calibration with arbitrary correspondence points using bundle adjustment
  • output common diagnostics for calibration
    • reprojection error
    • length of checkerboard grids
    • picture of calibrated camera positions
    • undistorted images to check intrinsics
  • triangulation functions
  • end to end function to calibrate full set of cameras from list of videos

Nice to haves

  • reject outlier points
  • add objective in optimization to match the object points of calibration board

Functions to implement

Camera

  • distort_points
  • undistort_points
  • project
  • undistort_image
  • calibrate_images
  • calibrate_points
  • calibrate_videos

CameraGroup

  • distort_points
  • undistort_points
  • project
  • triangulate
  • reprojection_error
  • calibrate_images
  • calibrate_points
  • calibrate_videos

CalibrationObject

  • draw
  • detect_image
  • detect_images
  • detect_video
  • get_object_points
  • estimate_pose

Project details


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