init - 初始化项目
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Creating Bounding boxes and circles for contours {#tutorial_bounding_rects_circles}
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================================================
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@tableofcontents
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@prev_tutorial{tutorial_hull}
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@next_tutorial{tutorial_bounding_rotated_ellipses}
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| | |
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| -: | :- |
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| Original author | Ana Huamán |
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| Compatibility | OpenCV >= 3.0 |
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Goal
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----
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In this tutorial you will learn how to:
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- Use the OpenCV function @ref cv::boundingRect
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- Use the OpenCV function @ref cv::minEnclosingCircle
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Theory
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------
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Code
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----
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@add_toggle_cpp
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This tutorial code's is shown lines below. You can also download it from
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[here](https://github.com/opencv/opencv/tree/master/samples/cpp/tutorial_code/ShapeDescriptors/generalContours_demo1.cpp)
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@include samples/cpp/tutorial_code/ShapeDescriptors/generalContours_demo1.cpp
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@end_toggle
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@add_toggle_java
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This tutorial code's is shown lines below. You can also download it from
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[here](https://github.com/opencv/opencv/tree/master/samples/java/tutorial_code/ShapeDescriptors/bounding_rects_circles/GeneralContoursDemo1.java)
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@include samples/java/tutorial_code/ShapeDescriptors/bounding_rects_circles/GeneralContoursDemo1.java
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@end_toggle
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@add_toggle_python
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This tutorial code's is shown lines below. You can also download it from
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[here](https://github.com/opencv/opencv/tree/master/samples/python/tutorial_code/ShapeDescriptors/bounding_rects_circles/generalContours_demo1.py)
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@include samples/python/tutorial_code/ShapeDescriptors/bounding_rects_circles/generalContours_demo1.py
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@end_toggle
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Explanation
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-----------
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The main function is rather simple, as follows from the comments we do the following:
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- Open the image, convert it into grayscale and blur it to get rid of the noise.
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@add_toggle_cpp
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@snippet samples/cpp/tutorial_code/ShapeDescriptors/generalContours_demo1.cpp setup
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@end_toggle
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@add_toggle_java
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@snippet samples/java/tutorial_code/ShapeDescriptors/bounding_rects_circles/GeneralContoursDemo1.java setup
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@end_toggle
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@add_toggle_python
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@snippet samples/python/tutorial_code/ShapeDescriptors/bounding_rects_circles/generalContours_demo1.py setup
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@end_toggle
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- Create a window with header "Source" and display the source file in it.
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@add_toggle_cpp
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@snippet samples/cpp/tutorial_code/ShapeDescriptors/generalContours_demo1.cpp createWindow
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@end_toggle
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@add_toggle_java
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@snippet samples/java/tutorial_code/ShapeDescriptors/bounding_rects_circles/GeneralContoursDemo1.java createWindow
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@end_toggle
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@add_toggle_python
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@snippet samples/python/tutorial_code/ShapeDescriptors/bounding_rects_circles/generalContours_demo1.py createWindow
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@end_toggle
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- Create a trackbar on the `source_window` and assign a callback function to it.
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In general callback functions are used to react to some kind of signal, in our
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case it's trackbar's state change.
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Explicit one-time call of `thresh_callback` is necessary to display
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the "Contours" window simultaniously with the "Source" window.
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@add_toggle_cpp
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@snippet samples/cpp/tutorial_code/ShapeDescriptors/generalContours_demo1.cpp trackbar
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@end_toggle
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@add_toggle_java
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@snippet samples/java/tutorial_code/ShapeDescriptors/bounding_rects_circles/GeneralContoursDemo1.java trackbar
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@end_toggle
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@add_toggle_python
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@snippet samples/python/tutorial_code/ShapeDescriptors/bounding_rects_circles/generalContours_demo1.py trackbar
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@end_toggle
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The callback function does all the interesting job.
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- Use @ref cv::Canny to detect edges in the images.
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@add_toggle_cpp
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@snippet samples/cpp/tutorial_code/ShapeDescriptors/generalContours_demo1.cpp Canny
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@end_toggle
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@add_toggle_java
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@snippet samples/java/tutorial_code/ShapeDescriptors/bounding_rects_circles/GeneralContoursDemo1.java Canny
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@end_toggle
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@add_toggle_python
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@snippet samples/python/tutorial_code/ShapeDescriptors/bounding_rects_circles/generalContours_demo1.py Canny
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@end_toggle
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- Finds contours and saves them to the vectors `contour` and `hierarchy`.
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@add_toggle_cpp
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@snippet samples/cpp/tutorial_code/ShapeDescriptors/generalContours_demo1.cpp findContours
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@end_toggle
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@add_toggle_java
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@snippet samples/java/tutorial_code/ShapeDescriptors/bounding_rects_circles/GeneralContoursDemo1.java findContours
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@end_toggle
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@add_toggle_python
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@snippet samples/python/tutorial_code/ShapeDescriptors/bounding_rects_circles/generalContours_demo1.py findContours
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@end_toggle
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- For every found contour we now apply approximation to polygons
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with accuracy +-3 and stating that the curve must be closed.
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After that we find a bounding rect for every polygon and save it to `boundRect`.
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At last we find a minimum enclosing circle for every polygon and
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save it to `center` and `radius` vectors.
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@add_toggle_cpp
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@snippet samples/cpp/tutorial_code/ShapeDescriptors/generalContours_demo1.cpp allthework
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@end_toggle
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@add_toggle_java
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@snippet samples/java/tutorial_code/ShapeDescriptors/bounding_rects_circles/GeneralContoursDemo1.java allthework
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@end_toggle
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@add_toggle_python
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@snippet samples/python/tutorial_code/ShapeDescriptors/bounding_rects_circles/generalContours_demo1.py allthework
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@end_toggle
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We found everything we need, all we have to do is to draw.
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- Create new Mat of unsigned 8-bit chars, filled with zeros.
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It will contain all the drawings we are going to make (rects and circles).
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@add_toggle_cpp
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@snippet samples/cpp/tutorial_code/ShapeDescriptors/generalContours_demo1.cpp zeroMat
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@end_toggle
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@add_toggle_java
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@snippet samples/java/tutorial_code/ShapeDescriptors/bounding_rects_circles/GeneralContoursDemo1.java zeroMat
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@end_toggle
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@add_toggle_python
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@snippet samples/python/tutorial_code/ShapeDescriptors/bounding_rects_circles/generalContours_demo1.py zeroMat
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@end_toggle
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- For every contour: pick a random color, draw the contour, the bounding rectangle and
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the minimal enclosing circle with it.
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@add_toggle_cpp
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@snippet samples/cpp/tutorial_code/ShapeDescriptors/generalContours_demo1.cpp forContour
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@end_toggle
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@add_toggle_java
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@snippet samples/java/tutorial_code/ShapeDescriptors/bounding_rects_circles/GeneralContoursDemo1.java forContour
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@end_toggle
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@add_toggle_python
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@snippet samples/python/tutorial_code/ShapeDescriptors/bounding_rects_circles/generalContours_demo1.py forContour
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@end_toggle
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- Display the results: create a new window "Contours" and show everything we added to drawings on it.
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@add_toggle_cpp
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@snippet samples/cpp/tutorial_code/ShapeDescriptors/generalContours_demo1.cpp showDrawings
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@end_toggle
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@add_toggle_java
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@snippet samples/java/tutorial_code/ShapeDescriptors/bounding_rects_circles/GeneralContoursDemo1.java showDrawings
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@end_toggle
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@add_toggle_python
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@snippet samples/python/tutorial_code/ShapeDescriptors/bounding_rects_circles/generalContours_demo1.py showDrawings
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@end_toggle
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Result
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------
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Here it is:
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