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Open Source Computer Vision Library
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74 lines
2.2 KiB
74 lines
2.2 KiB
/* |
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This tutorial demonstrates how to correct the skewness in a text. |
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The program takes as input a skewed source image and shows non skewed text. |
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*/ |
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#include <opencv2/core.hpp> |
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#include <opencv2/imgcodecs.hpp> |
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#include <opencv2/highgui.hpp> |
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#include <opencv2/imgproc.hpp> |
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#include <iostream> |
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#include <iomanip> |
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#include <string> |
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using namespace cv; |
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using namespace std; |
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int main( int argc, char** argv ) |
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{ |
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CommandLineParser parser(argc, argv, "{@input | imageTextR.png | input image}"); |
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// Load image from the disk |
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Mat image = imread( samples::findFile( parser.get<String>("@input") ), IMREAD_COLOR); |
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if (image.empty()) |
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{ |
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cout << "Cannot load the image " + parser.get<String>("@input") << endl; |
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return -1; |
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} |
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Mat gray; |
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cvtColor(image, gray, COLOR_BGR2GRAY); |
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//Threshold the image, setting all foreground pixels to 255 and all background pixels to 0 |
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Mat thresh; |
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threshold(gray, thresh, 0, 255, THRESH_BINARY_INV | THRESH_OTSU); |
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// Applying erode filter to remove random noise |
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int erosion_size = 1; |
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Mat element = getStructuringElement( MORPH_RECT, Size(2*erosion_size+1, 2*erosion_size+1), Point(erosion_size, erosion_size) ); |
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erode(thresh, thresh, element); |
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cv::Mat coords; |
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findNonZero(thresh, coords); |
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RotatedRect box = minAreaRect(coords); |
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float angle = box.angle; |
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// The cv::minAreaRect function returns values in the range [-90, 0) |
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// if the angle is less than -45 we need to add 90 to it |
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if (angle < -45.0f) |
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{ |
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angle = (90.0f + angle); |
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} |
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//Obtaining the rotation matrix |
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Point2f center((image.cols) / 2.0f, (image.rows) / 2.0f); |
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Mat M = getRotationMatrix2D(center, angle, 1.0f); |
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Mat rotated; |
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// Rotating the image by required angle |
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stringstream angle_to_str; |
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angle_to_str << fixed << setprecision(2) << angle; |
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warpAffine(image, rotated, M, image.size(), INTER_CUBIC, BORDER_REPLICATE); |
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putText(rotated, "Angle " + angle_to_str.str() + " degrees", Point(10, 30), FONT_HERSHEY_SIMPLEX, 0.7, Scalar(0, 0, 255), 2); |
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cout << "[INFO] angle: " << angle_to_str.str() << endl; |
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//Show the image |
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imshow("Input", image); |
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imshow("Rotated", rotated); |
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waitKey(0); |
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return 0; |
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}
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