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Stereo Visual-Inertial Odometry With Online Initialization and Extrinsic Self-Calibration

Author: Yin

Year: 2023

Notes:

  • During initialization: estimate mono VIO init with mono IMU calibration, then perform camera - camera calibration with mono VI BA
  • The backend solver continuously refines extrinsic
  • Camera - IMU rotation is first derived by solving a system using estimates of frame to frame rotations with 8 point algorithm and gyroscope
  • Then the gyro bias can be estimated
  • Perform scale, bias, gravity and IMU-camera calibration by aligning mono SFM with IMU pre-integration
  • The entire pb is then refined with mono VI BA
  • Then the camera-camera calibration is performed using the projection of all the landmarks refined previously on the right camera and by minimizing a 3D-2D reprojection errors
  • have a marginalization prior
  • include the extrinsics in the reprojection error (easy with the inverse depth parameterization) and the reprojection error is the sum of the left cam and right cam error