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Add a new function that approximates the polygon bounding a convex hull with a certain number of sides#25607

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@Napkin-AI
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@Napkin-AINapkin-AI commentedMay 19, 2024
edited by AleksandrPanov
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merge PR withopencv/opencv_extra#1179

This PR is based on the paperView Frustum Optimization To Maximize Object’s Image Area.

Problem

I needed to reduce the number of vertices of the convex hull so that the additional area was minimal, andall vertices of the original contour enter the new contour.

image

image

Description

Initially in the contour of n vertices, at each stage we consider the intersection points of the lines formed by each adjacent edges. Each of these intersection points will form a triangle with vertices through which lines pass. Let's choose a triangle with the minimum area and merge the two vertices at the intersection point. We continue until there are more vertices than the specified number of sides of the approximated polygon.
image

Complexity:

Using a std::priority_queue or std::set time complexity is(O(n*ln(n)), memoryO(n),
n - number of vertices in convex hull.

count of sides - the number of points by which we must reduce.
image

Comment

If epsilon_percentage more 0, algorithm can return more values thanside.
Algorithm returns OutputArray. If OutputArray.type() equals 0, algorithm returns values with InputArray.type().
New test uses image which are not in opencv_extra, needs to be added.

Pull Request Readiness Checklist

See details athttps://github.com/opencv/opencv/wiki/How_to_contribute#making-a-good-pull-request

  • I agree to contribute to the project under Apache 2 License.
  • To the best of my knowledge, the proposed patch is not based on a code under GPL or another license that is incompatible with OpenCV
  • The PR is proposed to the proper branch
  • There is a reference to the original bug report and related work
  • There is accuracy test, performance test and test data in opencv_extra repository, if applicable
    Patch to opencv_extra has the same branch name.
  • The feature is well documented and sample code can be built with the project CMake

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@asmorkalov
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2024-05-20T07:02:31.6292590Z /usr/bin/ccache /usr/bin/c++  -DCVAPI_EXPORTS -D_USE_MATH_DEFINES -D__OPENCV_BUILD=1 -D__STDC_CONSTANT_MACROS -D__STDC_FORMAT_MACROS -D__STDC_LIMIT_MACROS -I/home/ci/opencv/modules/imgproc/include -Imodules/imgproc -I/home/ci/opencv/modules/core/include -isystem . -isystem /usr/include/eigen3 -fsigned-char -W -Wall -Wreturn-type -Wnon-virtual-dtor -Waddress -Wsequence-point -Wformat -Wformat-security -Wmissing-declarations -Wundef -Winit-self -Wpointer-arith -Wshadow -Wsign-promo -Wuninitialized -Wsuggest-override -Wno-delete-non-virtual-dtor -Wno-comment -Wimplicit-fallthrough=3 -Wno-strict-overflow -fdiagnostics-show-option -pthread -fomit-frame-pointer -ffunction-sections -fdata-sections    -fvisibility=hidden -fvisibility-inlines-hidden -O3 -DNDEBUG  -DNDEBUG -fPIC   -std=c++11 -MD -MT modules/imgproc/CMakeFiles/opencv_imgproc.dir/src/approx.cpp.o -MF modules/imgproc/CMakeFiles/opencv_imgproc.dir/src/approx.cpp.o.d -o modules/imgproc/CMakeFiles/opencv_imgproc.dir/src/approx.cpp.o -c /home/ci/opencv/modules/imgproc/src/approx.cpp2024-05-20T07:02:31.6304361Z /home/ci/opencv/modules/imgproc/src/approx.cpp:911:5: warning: no previous declaration for 'int recalculation(std::vector<neighbours>&, int, float&, float&, float&)' [-Wmissing-declarations]2024-05-20T07:02:31.6306865Z   911 | int recalculation(std::vector<neighbours>& hull, int vertex_id, float& area_, float& x, float& y)2024-05-20T07:02:31.6308049Z       |     ^~~~~~~~~~~~~2024-05-20T07:02:31.6309995Z /home/ci/opencv/modules/imgproc/src/approx.cpp:937:6: warning: no previous declaration for 'void update(std::vector<neighbours>&, int)' [-Wmissing-declarations]2024-05-20T07:02:31.6311937Z   937 | void update(std::vector<neighbours>& hull, int vertex_id)2024-05-20T07:02:31.6312786Z       |      ^~~~~~2024-05-20T07:02:31.6314499Z /home/ci/opencv/modules/imgproc/src/approx.cpp: In function 'void cv::approxBoundingPoly(cv::InputArray, cv::OutputArray, int, float, bool)':2024-05-20T07:02:31.6316797Z /home/ci/opencv/modules/imgproc/src/approx.cpp:982:68: error: wrong number of template arguments (0, should be 1)2024-05-20T07:02:31.6318495Z   982 |     std::priority_queue<changes, std::vector<changes>, std::greater<>> areas;2024-05-20T07:02:31.6319575Z       |                                                                    ^2024-05-20T07:02:31.6320448Z In file included from /usr/include/c++/9/string:48,2024-05-20T07:02:31.6321542Z                  from /home/ci/opencv/modules/core/include/opencv2/core/cvstd.hpp:56,2024-05-20T07:02:31.6322846Z                  from /home/ci/opencv/modules/core/include/opencv2/core/base.hpp:58,2024-05-20T07:02:31.6324092Z                  from /home/ci/opencv/modules/core/include/opencv2/core.hpp:53,2024-05-20T07:02:31.6325320Z                  from /home/ci/opencv/modules/imgproc/include/opencv2/imgproc.hpp:46,2024-05-20T07:02:31.6326962Z                  from /home/ci/opencv/modules/imgproc/src/precomp.hpp:46,2024-05-20T07:02:31.6328036Z                  from /home/ci/opencv/modules/imgproc/src/approx.cpp:41:2024-05-20T07:02:31.6329752Z /usr/include/c++/9/bits/stl_function.h:371:12: note: provided for 'template<class _Tp> struct std::greater'2024-05-20T07:02:31.6331199Z   371 |     struct greater : public binary_function<_Tp, _Tp, bool>2024-05-20T07:02:31.6332062Z       |            ^~~~~~~2024-05-20T07:02:31.6333159Z /home/ci/opencv/modules/imgproc/src/approx.cpp:982:69: error: template argument 3 is invalid2024-05-20T07:02:31.6334653Z   982 |     std::priority_queue<changes, std::vector<changes>, std::greater<>> areas;2024-05-20T07:02:31.6335715Z       |                                                                     ^~2024-05-20T07:02:31.6337626Z /home/ci/opencv/modules/imgproc/src/approx.cpp:1016:19: error: request for member 'push' in 'areas', which is of non-class type 'int'2024-05-20T07:02:31.6339419Z  1016 |             areas.push(changes(area, vertex_id, Point2f(new_x, new_y)));2024-05-20T07:02:31.6340356Z       |                   ^~~~2024-05-20T07:02:31.6341978Z /home/ci/opencv/modules/imgproc/src/approx.cpp:1022:30: error: request for member 'top' in 'areas', which is of non-class type 'int'2024-05-20T07:02:31.6343539Z  1022 |         changes base = areas.top();2024-05-20T07:02:31.6344259Z       |                              ^~~2024-05-20T07:02:31.6345922Z /home/ci/opencv/modules/imgproc/src/approx.cpp:1027:19: error: request for member 'pop' in 'areas', which is of non-class type 'int'2024-05-20T07:02:31.6347456Z  1027 |             areas.pop();2024-05-20T07:02:31.6348355Z       |                   ^~~2024-05-20T07:02:31.6350005Z /home/ci/opencv/modules/imgproc/src/approx.cpp:1032:19: error: request for member 'pop' in 'areas', which is of non-class type 'int'2024-05-20T07:02:31.6351520Z  1032 |             areas.pop();2024-05-20T07:02:31.6352145Z       |                   ^~~2024-05-20T07:02:31.6353772Z /home/ci/opencv/modules/imgproc/src/approx.cpp:1040:19: error: request for member 'push' in 'areas', which is of non-class type 'int'2024-05-20T07:02:31.6355556Z  1040 |             areas.push(changes(area, vertex_id, Point2f(new_x, new_y)));2024-05-20T07:02:31.6356470Z       |                   ^~~~

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Run cd c:\GHA-OCV-2\_work\opencv\opencv\build && python %CI_SCRIPTS%\warnings-handling.pyC:\GHA-OCV-2\_work\opencv\opencv\opencv\modules\imgproc\src\approx.cpp(989): warning C4244: 'initializing': conversion from 'double' to 'float', possible loss of dataC:\GHA-OCV-2\_work\opencv\opencv\opencv\modules\imgproc\src\approx.cpp(996): warning C4244: 'argument': conversion from '_Tp' to '_Tp', possible loss of dataC:\GHA-OCV-2\_work\opencv\opencv\opencv\modules\imgproc\src\approx.cpp(996): warning C4244: 'argument': conversion from '_Tp' to '_Tp', possible loss of dataC:\GHA-OCV-2\_work\opencv\opencv\opencv\modules\imgproc\src\approx.cpp(1075): warning C4244: 'argument': conversion from 'float' to '_Tp', possible loss of dataC:\GHA-OCV-2\_work\opencv\opencv\opencv\modules\imgproc\src\approx.cpp(1075): warning C4244: 'argument': conversion from 'float' to '_Tp', possible loss of data
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@asmorkalovasmorkalov self-requested a reviewMay 21, 2024 08:14
@AleksandrPanovAleksandrPanov self-requested a reviewMay 28, 2024 09:39
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@vpisarevvpisarev self-requested a reviewJuly 9, 2024 12:02
@asmorkalovasmorkalov merged commitb964943 intoopencv:4.xJul 9, 2024
@asmorkalovasmorkalov mentioned this pull requestJul 16, 2024
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@asmorkalovasmorkalovasmorkalov approved these changes

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@vpisarevvpisarevvpisarev approved these changes

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