Merge pull request #13030 from dmatveev:tutorial
* G-API: First steps with tutorial * G-API Tutorial: First iteration * G-API port of anisotropic image segmentation tutorial; * Currently works via OpenCV only; * Some new kernels have been required. * G-API Tutorial: added chapters on execution code, inspection, and profiling * G-API Tutorial: make Fluid kernel headers public For some reason, these headers were not moved to the public headers subtree during the initial development. Somehow it even worked for the existing workloads. * G-API Tutorial: Fix a couple of issues found during the work * Introduced Phase & Sqrt kernels, OCV & Fluid versions * Extended GKernelPackage to allow kernel removal & policies on include() All the above stuff needs to be tested, tests will be added later * G-API Tutorial: added chapter on running Fluid backend * G-API Tutorial: fix a number of issues in the text * G-API Tutorial - some final updates - Fixed post-merge issues after Sobel kernel renaming; - Simplified G-API code a little bit; - Put a conclusion note in text. * G-API Tutorial - fix build issues in test/perf targets Public headers were refactored but tests suites were not updated in time * G-API Tutorial: Added tests & reference docs on new kernels * Phase * Sqrt * G-API Tutorial: added link to the tutorial from the main module doc * G-API Tutorial: Added tests on new GKernelPackage functionality * G-API Tutorial: Extended InRange tests to cover 32F * G-API Tutorial: Misc fixes * Avoid building examples when gapi module is not there * Added a volatile API disclaimer to G-API root documentation page * G-API Tutorial: Fix perf tests build issue This change came from master where Fluid kernels are still used incorrectly. * G-API Tutorial: Fixed channels support in Sqrt/Phase fluid kernels Extended tests to cover this case * G-API Tutorial: Fix text problems found on team review
This commit is contained in:
committed by
Alexander Alekhin
parent
1d10d56651
commit
85fad1504a
+13
-6
@@ -10,7 +10,9 @@
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using namespace cv;
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using namespace std;
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//! [calcGST_proto]
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void calcGST(const Mat& inputImg, Mat& imgCoherencyOut, Mat& imgOrientationOut, int w);
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//! [calcGST_proto]
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int main()
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{
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@@ -26,6 +28,7 @@ int main()
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return -1;
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}
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//! [main_extra]
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//! [main]
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Mat imgCoherency, imgOrientation;
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calcGST(imgIn, imgCoherency, imgOrientation, W);
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@@ -45,32 +48,36 @@ int main()
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normalize(imgCoherency, imgCoherency, 0, 255, NORM_MINMAX);
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normalize(imgOrientation, imgOrientation, 0, 255, NORM_MINMAX);
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imwrite("result.jpg", 0.5*(imgIn + imgBin));
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imwrite("Coherency.jpg", imgCoherency);
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imwrite("Orientation.jpg", imgOrientation);
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//! [main_extra]
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return 0;
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}
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//! [calcGST]
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//! [calcJ_header]
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void calcGST(const Mat& inputImg, Mat& imgCoherencyOut, Mat& imgOrientationOut, int w)
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{
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Mat img;
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inputImg.convertTo(img, CV_64F);
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inputImg.convertTo(img, CV_32F);
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// GST components calculation (start)
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// J = (J11 J12; J12 J22) - GST
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Mat imgDiffX, imgDiffY, imgDiffXY;
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Sobel(img, imgDiffX, CV_64F, 1, 0, 3);
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Sobel(img, imgDiffY, CV_64F, 0, 1, 3);
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Sobel(img, imgDiffX, CV_32F, 1, 0, 3);
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Sobel(img, imgDiffY, CV_32F, 0, 1, 3);
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multiply(imgDiffX, imgDiffY, imgDiffXY);
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//! [calcJ_header]
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Mat imgDiffXX, imgDiffYY;
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multiply(imgDiffX, imgDiffX, imgDiffXX);
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multiply(imgDiffY, imgDiffY, imgDiffYY);
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Mat J11, J22, J12; // J11, J22 and J12 are GST components
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boxFilter(imgDiffXX, J11, CV_64F, Size(w, w));
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boxFilter(imgDiffYY, J22, CV_64F, Size(w, w));
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boxFilter(imgDiffXY, J12, CV_64F, Size(w, w));
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boxFilter(imgDiffXX, J11, CV_32F, Size(w, w));
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boxFilter(imgDiffYY, J22, CV_32F, Size(w, w));
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boxFilter(imgDiffXY, J12, CV_32F, Size(w, w));
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// GST components calculation (stop)
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// eigenvalue calculation (start)
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