Calibration results =================== Normalized Residuals ---------------------------- Reprojection error (cam0): mean 0.4343116606516496, median 0.3943353661189307, std: 0.2520569287275741 Gyroscope error (imu0): mean 1.1915760596653067, median 1.1353993461693777, std: 0.5360616789675762 Accelerometer error (imu0): mean 3.911284259378515, median 3.63815978351216, std: 1.897526501343755 Residuals ---------------------------- Reprojection error (cam0) [px]: mean 0.4343116606516496, median 0.3943353661189307, std: 0.2520569287275741 Gyroscope error (imu0) [rad/s]: mean 0.0007751657911217736, median 0.000738620690868648, std: 0.0003487286204656417 Accelerometer error (imu0) [m/s^2]: mean 0.05531391245909501, median 0.0514513490792326, std: 0.02683507713162707 Transformation (cam0): ----------------------- T_ci: (imu0 to cam0): [[ 0.0033666 0.9999908 -0.00265986 0.18666144] [ 0.04384007 0.00250972 0.99903541 0.02363246] [ 0.99903289 -0.00347996 -0.04383122 0.01641548] [ 0. 0. 0. 1. ]] T_ic: (cam0 to imu0): [[ 0.0033666 0.04384007 0.99903289 -0.01806407] [ 0.9999908 0.00250972 -0.00347996 -0.18666191] [-0.00265986 0.99903541 -0.04383122 -0.02239366] [ 0. 0. 0. 1. ]] timeshift cam0 to imu0: [s] (t_imu = t_cam + shift) -8.499644640548534e-05 Gravity vector in target coords: [m/s^2] [-0.20816649 -9.48374087 -2.48671446] Calibration configuration ========================= cam0 ----- Camera model: pinhole Focal length: [1589.4525236092466, 1569.6226583767548] Principal point: [769.3731045582546, 476.53124250298214] Distortion model: radtan Distortion coefficients: [-0.1796161469730297, 0.06234031597330985, 0.010815332916716283, 0.001231958107871975] Type: aprilgrid Tags: Rows: 6 Cols: 6 Size: 0.044 [m] Spacing 0.013199999999999998 [m] IMU configuration ================= IMU0: ---------------------------- Model: calibrated Update rate: 200.0 Accelerometer: Noise density: 0.001 Noise density (discrete): 0.01414213562373095 Random walk: 9e-05 Gyroscope: Noise density: 4.6e-05 Noise density (discrete): 0.0006505382386916237 Random walk: 5.89e-06 T_ib (imu0 to imu0) [[1. 0. 0. 0.] [0. 1. 0. 0.] [0. 0. 1. 0.] [0. 0. 0. 1.]] time offset with respect to IMU0: 0.0 [s]