Automatic calibration for a robot optical sensor
Systems and methods are provided for automatic intrinsic and extrinsic calibration for a robot optical sensor. An implementation includes an optical sensor; a robot arm; a calibration chart; one or more processors; and a memory storing instructions that cause the one or more processors to perform operations that includes: determining a set of poses for calibrating the first optical sensor; generating, based at least on the set of poses, pose data comprising three dimensional (3D) position and orientation data; moving, based at least on the pose data, the robot arm into a plurality of poses; at each pose of the plurality of poses, capturing a set of images of the calibration chart with the first optical sensor and recording a pose; calculating intrinsic calibration parameters, based at least on the set of captured images; and calculating extrinsic calibration parameters, based at least on the set of captured images.
1. A system for automatic calibration of a robot optical sensor, the system comprising:
an optical sensor;
a robot arm;
a calibration chart;
one or more processors; and
a memory storing instructions, that when executed by the one or more processors, cause the one or more processors to perform operations comprising:
determining a set of poses for calibrating the optical sensor;
generating, based at least on the set of poses, pose data comprising three dimensional (3D) position and orientation data;
moving, based at least on the pose data, the robot arm into a plurality of poses;
at each pose of the plurality of poses, capturing a set of images of the calibration chart with the optical sensor;
calculating intrinsic calibration parameters, based at least on known properties of the calibration chart and the set of captured images of the calibration chart at each pose of the plurality of poses;
applying the calculated intrinsic calibration parameters to the set of captured images of the calibration chart to obtain an updated set of the captured images of the calibration chart; and
calculating extrinsic calibration parameters, based at least on the updated set of captured images of the calibration chart.
2. The system of claim 1 , wherein the operations further comprise:
wherein extrinsic calibration parameters relate world coordinates with coordinates of the optical sensor.
3. The system of claim 1 , wherein the operations further comprise:
determining whether a pose in the set of poses is reachable; and
based at least on the pose not being reachable, rejecting the pose.
4. The system of claim 1 , wherein the calibration chart is attached to an end effector of the robot arm, and wherein the optical sensor is mounted on a body of the robot.
5. The system of claim 1 , wherein the optical sensor is mounted on the robot arm.
6. The system of claim 1 , wherein the operations further comprise:
determining a trigger event for calibrating the optical sensor; and
wherein determining the set of poses for calibrating the optical sensor comprises:
based at least on the trigger event, determining the set of poses for calibrating the optical sensor.
7. The system of claim 6 wherein the optical sensor is a first optical sensor, and wherein the system further comprises:
a second optical sensor; and
wherein determining the trigger event comprises comparing images captured with the first optical sensor with images captured with the second optical sensor.
8. A method of automatic calibration of a robot optical sensor, the method comprising:
determining a set of poses for calibrating an optical sensor;
generating, based at least on the set of poses, pose data comprising three dimensional (3D) position and orientation data;
moving, based at least on the pose data, a robot arm into a plurality of poses;
at each pose of the plurality of poses, capturing a set of images of a calibration chart with the optical sensor;
calculating intrinsic calibration parameters, based at least on known properties of the calibration chart and the set of captured images of the calibration chart at each pose of the plurality of poses;
applying the calculated intrinsic calibration parameters to the set of captured images of the calibration chart to obtain an updated set of the captured images of the calibration chart; and
calculating extrinsic calibration parameters, based at least on the updated set of captured images of the calibration chart.
9. The method of claim 8 further comprising:
wherein extrinsic calibration parameters relate world coordinates with coordinates of the optical sensor.
10. The method of claim 8 further comprising:
determining whether a pose in the set of poses is reachable; and
based at least on the pose not being reachable, rejecting the pose.
11. The method of claim 8 , wherein the calibration chart is attached to an end effector of the robot arm, and wherein the optical sensor is mounted on a body of the robot.
12. The method of claim 8 , wherein the optical sensor is mounted on the robot arm.
13. The method of claim 8 further comprising:
determining a trigger event for calibrating the optical sensor; and
wherein determining the set of poses for calibrating the optical sensor comprises:
based at least on the trigger event, determining the set of poses for calibrating the optical sensor.
14. The method of claim 13 , wherein the optical sensor is a first optical sensor, and wherein determining the trigger event comprises: comparing images captured with the first optical sensor with images captured with a second optical sensor.
15. A computer program product, comprising a computer storage media having a computer readable program code embodied therein, the computer readable program code adapted to be executed to implement a method for automatically calibrating a robot optical sensor, the method comprising:
determining a set of poses for calibrating an optical sensor;
generating, based at least on the set of poses, pose data comprising three dimensional (3D) position and orientation data;
moving, based at least on the pose data, a robot arm into a plurality of poses;
at each pose of the plurality of poses, capturing a set of images of a calibration chart with the optical sensor;
calculating intrinsic calibration parameters, based at least on known properties of the calibration chart and the set of captured images of the calibration chart at each pose of the plurality of poses;
applying the calculated intrinsic calibration parameters to the set of captured images of the calibration chart to obtain an updated set of the captured images of the calibration chart; and
calculating extrinsic calibration parameters, based at least on the updated set of captured images of the calibration chart.
16. The computer program product of claim 15 , wherein the operations further comprise:
prior to calculating the extrinsic calibration parameters, applying the intrinsic calibration parameters to the set of captured images.
17. The computer program product of claim 15 , wherein the operations further comprise:
determining whether a pose in the set of poses is reachable; and
based at least on the pose not being reachable, rejecting the pose.
18. The computer program product of claim 15 , wherein the calibration chart is attached to an end effector of the robot arm, and wherein the optical sensor is mounted on a body of the robot.
19. The computer program product of claim 15 , wherein the optical sensor is mounted on the robot arm.
20. The computer program product of claim 15 , wherein the optical sensor is a first optical sensor, and wherein the operations further comprise:
determining a trigger event for calibrating the first optical sensor, wherein determining the trigger event comprises:
comparing images captured with the first optical sensor with images captured with a second optical sensor; and
wherein determining the set of poses for calibrating the first optical sensor comprises: based at least on the trigger event, determining the set of poses for calibrating the first optical sensor.