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Tutorial: Monocular Calibration | ||
=============================== | ||
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||
This tutorial cover using the ``cameracalibrator`` node to calibrate | ||
a monocular camera with a raw image over ROS 2. | ||
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||
Before Starting | ||
--------------- | ||
Make sure that you have the following: | ||
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* A large checkerboard with known dimensions. This tutorial uses a 8x6 | ||
checkerboard with 108mm squares. Calibration uses the interior vertex | ||
points of the checkerboard, so an "9x7" board uses the interior vertex | ||
parameter "8x6" as in the example below. | ||
* A well lit 5m x 5m area clear of obstructions and check board patterns | ||
a monocular camera publishing images over ROS. | ||
* Install ROS 2 and the ``camera_calibration`` package. | ||
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Finally make sure your camera is publishing images. For instance: | ||
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.. code-block:: bash | ||
ros2 topic list | grep camera | ||
/camera/camera_info | ||
/camera/image_raw | ||
If you have multiple cameras or are running the driver in its own | ||
namespace, your topic names may differ. | ||
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Running the Calibration Node | ||
---------------------------- | ||
To start the calibration you will need to load the image topics that | ||
will be calibrated: | ||
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.. code-block:: bash | ||
ros2 run camera_calibration cameracalibrator --size 8x6 --square 0.108 image:=/camera/image_raw camera:=/camera | ||
This will open up the calibration window which will highlight the checkerboard: | ||
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.. figure:: images/mono_0.png | ||
:width: 90% | ||
:align: center | ||
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If it does not open up the window try the following parameter: | ||
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.. code-block:: bash | ||
--no-service-check | ||
If you can't see any colored dots make sure you count the interior vertex points, | ||
not the squares! | ||
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Dual Checkerboards | ||
------------------ | ||
To use multiple checkerboards, give multiple ``--size`` and ``--square`` options | ||
for additional boards. Make sure the boards have different dimensions, so the | ||
calibration system can tell them apart. | ||
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||
Moving the Checkerboard | ||
----------------------- | ||
In order to get a good calibration you will need to move the checkerboard around | ||
in the camera frame such that: | ||
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* checkerboard on the camera's left, right, top and bottom of field of view | ||
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* X bar - left/right in field of view | ||
* Y bar - top/bottom in field of view | ||
* Size bar - toward/away and tilt from the camera | ||
* checkerboard filling the whole field of view | ||
* checkerboard tilted to the left, right, top and bottom (Skew) | ||
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At each step, hold the checkerboard still until the image is highlighted in the | ||
calibration window. | ||
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|cal0007| |cal0009| |cal0011| | ||
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|cal0006| |cal0008| |cal0012| | ||
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.. |cal0007| image:: images/cal0007.png | ||
:width: 32% | ||
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.. |cal0009| image:: images/cal0009.png | ||
:width: 32% | ||
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.. |cal0011| image:: images/cal0011.png | ||
:width: 32% | ||
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.. |cal0006| image:: images/cal0006.png | ||
:width: 32% | ||
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.. |cal0008| image:: images/cal0008.png | ||
:width: 32% | ||
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.. |cal0012| image:: images/cal0012.png | ||
:width: 32% | ||
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As you move the checkerboard around you will see three bars on the calibration | ||
sidebar increase in length. When the **CALIBRATE** button lights, you have enough | ||
data for calibration and can click **CALIBRATE** to see the results. | ||
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Calibration can take about a minute. The windows might be greyed out but just | ||
wait, it is working. | ||
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.. figure:: images/mono_1.png | ||
:width: 90% | ||
:align: center | ||
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Calibration Results | ||
------------------- | ||
After the calibration is complete you will see the calibration results in the | ||
terminal and the calibrated image in the calibration window: | ||
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.. figure:: images/mono_2.png | ||
:width: 90% | ||
:align: center | ||
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A successful calibration will result in real-world straight edges appearing | ||
straight in the corrected image. | ||
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A failed calibration usually results in blank or unrecognizable images, or | ||
images that do not preserve straight edges. | ||
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After a successful calibration, you can use the slider at the top of the | ||
calibration window to change the size of the rectified image. A scale of | ||
0.0 means that the image is sized so that all pixels in the rectified image | ||
are valid. The rectified image has no border, but some pixels from the | ||
original image are discarded. A scale of 1.0 means that all pixels in the | ||
original image are visible, but the rectified image has black borders where | ||
there are no input pixels in the original image. | ||
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.. code-block:: bash | ||
D = [-0.33758562758914146, 0.11161239414304096, -0.00021819272592442094, -3.029195446330518e-05] | ||
K = [430.21554970319971, 0.0, 306.6913434743704, 0.0, 430.53169252696676, 227.22480030078816, 0.0, 0.0, 1.0] | ||
R = [1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0] | ||
P = [1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0] | ||
# oST version 5.0 parameters | ||
[image] | ||
width | ||
640 | ||
height | ||
480 | ||
[narrow_stereo/left] | ||
camera matrix | ||
430.215550 0.000000 306.691343 | ||
0.000000 430.531693 227.224800 | ||
0.000000 0.000000 1.000000 | ||
distortion | ||
-0.337586 0.111612 -0.000218 -0.000030 0.0000 | ||
rectification | ||
1.000000 0.000000 0.000000 | ||
0.000000 1.000000 0.000000 | ||
0.000000 0.000000 1.000000 | ||
projection | ||
1.000000 0.000000 0.000000 0.000000 | ||
0.000000 1.000000 0.000000 0.000000 | ||
0.000000 0.000000 1.000000 0.000000 | ||
If you are satisfied with the calibration, click **COMMIT** to send the | ||
calibration parameters to the camera for permanent storage. The GUI | ||
exits and you should see "writing calibration data to ..." in the console. | ||
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Creating a YAML File | ||
-------------------- | ||
The Camera Calibration Parser helps you to create a yml file, which you | ||
can load with nearly all ros camera driver using the *camera_info_url* | ||
parameter. | ||
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Rectifying an image | ||
------------------- | ||
Simply loading a calibration file does not rectify the image. For | ||
rectification, use the ``image_proc`` package. |