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.. _Camera Info: | ||
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Camera Info | ||
=========== | ||
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Camera Coordinate System | ||
------------------------ | ||
Below is a diagram of the camera coordinate system assumed by the | ||
CameraInfo message. It is a right-handed system, with the world X | ||
and Y aligned with the image x and y. This is the same coordinate | ||
system used in OpenCV. It differs from the coordinate system of | ||
Harley and Zisserman, which has Z forward, Y up, and X to the | ||
left (looking towards +Z). | ||
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|coords| | ||
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.. |coords| image:: images/CameraCoords.png | ||
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Derivation Diagram | ||
------------------ | ||
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Below is a diagram of the various images that are conceptually | ||
derivable from the CameraInfo message. The boxed variables are | ||
present in this message. | ||
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|camera_info| | ||
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.. |camera_info| image:: images/CameraInfo.png | ||
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Projection Onto the Original Image | ||
---------------------------------- | ||
Starting with an initial 3D point X, the position of the corresponding | ||
image point is found by going right-to-left in the upper half of the | ||
diagram. The process is summarized by the following equations. | ||
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.. code-block:: text | ||
X' = [R,t]X transform | ||
sx = X' projection | ||
x* = d(x) distortion | ||
q = Kx* pixel coordinates | ||
This process uses the K camera matrix and D distortion vector from CameraInfo. | ||
Ignoring the transform T, you can find the projection of a point X' into the | ||
original camera frame using these equations. First, the 3D point X' is | ||
projected onto the normalized, undistorted image via a projection operation | ||
(division by Z). Then the distortion coefficients are used in the function | ||
d() to move the point to its distorted position, still in a normalized image. | ||
Finally, the normalized image is converted to a pixel-coordinate image by | ||
applying the camera matrix to each image point. | ||
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Rectification | ||
------------- | ||
Rectification is the process of transforming the input image into an output | ||
image with the distortion corrected, and optionally the normalized image plane | ||
transformed by rotation, optinain-image-plane translation, and optionally | ||
in-image-plane scale. | ||
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Simple Monocular Rectification | ||
------------------------------ | ||
In this case, there is a monocular device with distortion correction only. | ||
To transform a pixel in the input image into one in the output image, it is | ||
sent through the K - D - R - K' series of transformations. K - D gets to the | ||
normalized, undistorted image; the rotation R is the identity because we | ||
don't want to rotate the normalized undistorted image; and then K' converts | ||
back to pixel coordinates in the output image. In this case, since there is | ||
no need of in-image-plane translation, or scaling from the original image, | ||
so K = K' , and only the K and D elements of CameraInfo are needed. | ||
The ``camera_calibration`` package does monocular calibration to get K' | ||
using OpenCV's getOptimalNewCameraMatrix() function with argument | ||
'alpha'=0.0 that cause K' ≠ K. | ||
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Projection onto the output image is by the P matrix, which is formed from K' | ||
and the optional rotation and translation, in this case the identity and 0, | ||
respectively. So if K' = K, P is redundant information, and could be formed | ||
directly from K. | ||
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Stereo and Complex Monocular Rectification | ||
------------------------------------------ | ||
After getting normalized undistorted image using K and D, here we apply a | ||
transformation to the normalized, undistorted image: each points on this | ||
image is rotated by R and then is passed to K' get the correspondent pixel | ||
coordinate on the output image which is translated and scaled by K' with | ||
respect to the original image. This transformation is important, for example, | ||
in aligning two images of a stereo pair to lie in the same plane and have | ||
coincident epipolar lines. | ||
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The transform of a pixel from the input to output image is the same as in | ||
the simple monocular case, except that R need not be the identity, and K' | ||
need not be equal to K. As a consequence, the normalized undistorted image | ||
can be rotated in 3D space, and the output image can be translated, scaled | ||
relative to the original image. | ||
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The projection matrix has an additional parameter, a translational offset t. | ||
This parameter is used in the right stereo camera to reflect its external | ||
position relative to the left camera. Since the point X in left camera | ||
frame is transformed to the right camera by [I|t], that means the position | ||
of the left camera frame origin with respect to the right camera frame is | ||
given by the vector t in the right camera frame. | ||
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Putting this all together, the projection matrix for the rectified output | ||
image is given by: | ||
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.. code-block:: text | ||
P = K' [I|t]. | ||
Note that in this case the internal camera parameters of the output image, | ||
K', can be different from the input image, so P cannot be formed just | ||
from K and D. And the I is the 3x3 rotation matrix representing left | ||
camera frame in the right, not the identity. |
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# Copyright 2024 Open Source Robotics Foundation, Inc. | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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# -*- coding: utf-8 -*- | ||
# | ||
# Configuration file for the Sphinx documentation builder. | ||
# | ||
# This file does only contain a selection of the most common options. For a | ||
# full list see the documentation: | ||
# http://www.sphinx-doc.org/en/master/config | ||
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# -- Path setup -------------------------------------------------------------- | ||
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# If extensions (or modules to document with autodoc) are in another directory, | ||
# add these directories to sys.path here. If the directory is relative to the | ||
# documentation root, use os.path.abspath to make it absolute, like shown here. | ||
import os | ||
import sys | ||
sys.path.insert(0, os.path.abspath('.')) | ||
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# -- Project information ----------------------------------------------------- | ||
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project = 'image_pipeline' | ||
copyright = '2008-2024, Open Source Robotics Foundation, Inc.' # noqa | ||
author = 'Open Source Robotics Foundation, Inc.' | ||
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# The short X.Y version | ||
version = '' | ||
# The full version, including alpha/beta/rc tags | ||
release = '3.2.1' | ||
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# -- General configuration --------------------------------------------------- | ||
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# If your documentation needs a minimal Sphinx version, state it here. | ||
# | ||
# needs_sphinx = '1.0' | ||
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# Add any Sphinx extension module names here, as strings. They can be | ||
# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom | ||
# ones. | ||
extensions = [ | ||
'sphinx.ext.autodoc', | ||
'sphinx.ext.autosummary', | ||
'sphinx.ext.doctest', | ||
'sphinx.ext.coverage', | ||
'sphinx_rtd_theme', | ||
] | ||
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# Add any paths that contain templates here, relative to this directory. | ||
templates_path = ['_templates'] | ||
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# The suffix(es) of source filenames. | ||
# You can specify multiple suffix as a list of string: | ||
# | ||
# source_suffix = ['.rst', '.md'] | ||
source_suffix = '.rst' | ||
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# The master toctree document. | ||
master_doc = 'index' | ||
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# The language for content autogenerated by Sphinx. Refer to documentation | ||
# for a list of supported languages. | ||
# | ||
# This is also used if you do content translation via gettext catalogs. | ||
# Usually you set "language" from the command line for these cases. | ||
language = None | ||
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# List of patterns, relative to source directory, that match files and | ||
# directories to ignore when looking for source files. | ||
# This pattern also affects html_static_path and html_extra_path. | ||
exclude_patterns = [] | ||
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# The name of the Pygments (syntax highlighting) style to use. | ||
pygments_style = None | ||
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# -- Options for HTML output ------------------------------------------------- | ||
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# The theme to use for HTML and HTML Help pages. See the documentation for | ||
# a list of builtin themes. | ||
# | ||
html_theme = 'sphinx_rtd_theme' | ||
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# Theme options are theme-specific and customize the look and feel of a theme | ||
# further. For a list of options available for each theme, see the | ||
# documentation. | ||
# | ||
# html_theme_options = {} | ||
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# Add any paths that contain custom static files (such as style sheets) here, | ||
# relative to this directory. They are copied after the builtin static files, | ||
# so a file named "default.css" will overwrite the builtin "default.css". | ||
html_static_path = [] | ||
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# Custom sidebar templates, must be a dictionary that maps document names | ||
# to template names. | ||
# | ||
# The default sidebars (for documents that don't match any pattern) are | ||
# defined by theme itself. Builtin themes are using these templates by | ||
# default: ``['localtoc.html', 'relations.html', 'sourcelink.html', | ||
# 'searchbox.html']``. | ||
# | ||
# html_sidebars = {} | ||
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# -- Options for HTMLHelp output --------------------------------------------- | ||
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# Output file base name for HTML help builder. | ||
htmlhelp_basename = 'image_pipeline_doc' | ||
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# -- Options for LaTeX output ------------------------------------------------ | ||
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latex_elements = { | ||
# The paper size ('letterpaper' or 'a4paper'). | ||
# | ||
# 'papersize': 'letterpaper', | ||
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# The font size ('10pt', '11pt' or '12pt'). | ||
# | ||
# 'pointsize': '10pt', | ||
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# Additional stuff for the LaTeX preamble. | ||
# | ||
# 'preamble': '', | ||
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# Latex figure (float) alignment | ||
# | ||
# 'figure_align': 'htbp', | ||
} | ||
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# -- Options for manual page output ------------------------------------------ | ||
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# One entry per manual page. List of tuples | ||
# (source start file, name, description, authors, manual section). | ||
man_pages = [ | ||
(master_doc, 'image_pipeline', 'image_pipeline Documentation', | ||
[author], 1) | ||
] | ||
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# -- Options for Texinfo output ---------------------------------------------- | ||
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# Grouping the document tree into Texinfo files. List of tuples | ||
# (source start file, target name, title, author, | ||
# dir menu entry, description, category) | ||
texinfo_documents = [ | ||
(master_doc, 'image_pipeline', 'image_pipeline Documentation', | ||
author, 'image_pipeline', 'ROS 2 components for image processing.', | ||
'Miscellaneous'), | ||
] | ||
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# -- Options for Epub output ------------------------------------------------- | ||
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# Bibliographic Dublin Core info. | ||
epub_title = project | ||
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# The unique identifier of the text. This can be a ISBN number | ||
# or the project homepage. | ||
# | ||
# epub_identifier = '' | ||
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# A unique identification for the text. | ||
# | ||
# epub_uid = '' | ||
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# A list of files that should not be packed into the epub file. | ||
epub_exclude_files = ['search.html'] | ||
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# -- Extension configuration ------------------------------------------------- | ||
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autoclass_content = 'both' | ||
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autodoc_default_options = { | ||
'members': True, # document members | ||
'undoc-members': True, # also document members without documentation | ||
} |
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Overview | ||
======== | ||
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The ``image_pipeline`` stack is designed to process raw camera images | ||
into useful inputs to vision algorithms: rectified mono/color images, | ||
stereo disparity images, and stereo point clouds. Components include: | ||
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* **Calibration**: Cameras must be calibrated in order to relate the | ||
images they produce to the three-dimensional world. The | ||
``camera_calibration`` package provides tools to calibrate monocular | ||
and stereo cameras in your ROS system. The :ref:`Camera Info` page | ||
provides a detailed description of the parameters used by the | ||
pipeline. | ||
* **Monocular processing**: The raw image stream can be piped through | ||
the ``image_proc`` node to remove camera distortion. The node also | ||
performs color interpolation for Bayer pattern color cameras. | ||
* **Stereo processing**: The ``stereo_image_proc`` package performs | ||
the duties of ``image_proc`` for a pair of cameras co-calibrated | ||
for stereo vision. It also uses stereo processing to produce | ||
disparity images and point clouds. | ||
* **Depth processing**: ``depth_image_proc`` provides components | ||
for processing depth images (as produced by the Kinect, | ||
time-of-flight cameras, etc.), such as producing point clouds. | ||
* **Visualization**: The ``image_view`` package provides a lightweight | ||
alternative to ``rviz2`` for viewing an image topic. It also includes | ||
a ``stereo_view`` tool for viewing stereo pairs and disparity images. | ||
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.. toctree:: | ||
:maxdepth: 2 | ||
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self | ||
camera_info | ||
camera_calibration <../camera_calibration/index.html#http://> | ||
depth_image_proc <../depth_image_proc/index.html#http://> | ||
image_proc <../image_proc/index.html#http://> | ||
image_view <../depth/image_view/index.html#http://> | ||
stereo_image_proc <../depth/stereo_image_proc/index.html#http://> | ||
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Indices and tables | ||
================== | ||
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* :ref:`genindex` | ||
* :ref:`search` |
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<export> | ||
<build_type>ament_cmake</build_type> | ||
<rosdoc2>rosdoc2.yaml</rosdoc2> | ||
</export> | ||
</package> |
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type: 'rosdoc2 config' | ||
version: 1 | ||
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--- | ||
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settings: | ||
generate_package_index: false | ||
always_run_doxygen: false | ||
enable_breathe: false | ||
enable_exhale: false | ||
always_run_sphinx_apidoc: false | ||
override_build_type: 'ament_python' | ||
python_source: 'doc' | ||
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builders: | ||
- sphinx: { | ||
name: 'image_pipeline', | ||
sphinx_sourcedir: 'doc', | ||
output_dir: '' | ||
} |
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