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OpenCV chroma key
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cmake_minimum_required( VERSION 3.0 ) | |
project( so-opencv-calibration ) | |
find_package( OpenCV 3.0.0 EXACT REQUIRED ) | |
set( INPUT_FILENAME "${CMAKE_CURRENT_LIST_DIR}/input_00.png" ) # Input file, e.g. http://i.stack.imgur.com/WjER0.png | |
add_executable( mwe mwe.cpp ) | |
target_compile_definitions( mwe PRIVATE -DINPUT_FILENAME="${INPUT_FILENAME}" ) | |
target_include_directories( mwe PRIVATE ${OpenCV_INCLUDE_DIRS} ) | |
target_link_libraries( mwe ${OpenCV_LIBS} ) |
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#include <opencv2/core.hpp> | |
#include <opencv2/imgproc.hpp> | |
#include <opencv2/highgui.hpp> | |
#include <cassert> | |
#include <cmath> | |
#include <iostream> | |
#include <string> | |
namespace { | |
/** | |
* @brief Convert BGR color to YCrCb color space. | |
* @param bgr Color (channel order BGR, range: [0, 255]) | |
* | |
* Details can be found in the [documentation of OpenCV][1] | |
* | |
* [1]: http://docs.opencv.org/trunk/de/d25/imgproc_color_conversions.html | |
*/ | |
cv::Scalar bgr2ycrcb( cv::Scalar bgr ) | |
{ | |
double R = bgr[ 2 ]; | |
double G = bgr[ 1 ]; | |
double B = bgr[ 0 ]; | |
double delta = 128; // Note: change this value if image type isn't CV_8U. | |
double Y = 0.299 * R + 0.587 * G + 0.114 * B; | |
double Cr = ( R - Y ) * 0.713 + delta; | |
double Cb = ( B - Y ) * 0.564 + delta; | |
return cv::Scalar( Y, Cr, Cb, 0 /* ignored */ ); | |
} | |
/** | |
* @brief Separate foreground from background using simple chroma keying. | |
* | |
* @param imageBGR Image with monochrome background | |
* @param chromaBGR Color of the background (using channel order BGR and range [0, 255]) | |
* @param tInner Inner threshold, color distances below this value will be counted as foreground | |
* @param tOuter Outer threshold, color distances above this value will be counted as background | |
* | |
* @return Mask (0 - background, 255 - foreground, [1, 255] - partially fore- and background) | |
* | |
* Details can be found on [Wikipedia][1]. | |
* | |
* [1]: https://en.wikipedia.org/wiki/Chroma_key#Programming | |
*/ | |
cv::Mat1b chromaKey( const cv::Mat3b & imageBGR, cv::Scalar chromaBGR, double tInner, double tOuter ) | |
{ | |
// Basic outline: | |
// | |
// 1. Convert the image to YCrCb. | |
// 2. Measure Euclidean distances of color in YCrBr to chroma value. | |
// 3. Categorize pixels: | |
// * color distances below inner threshold count as foreground; mask value = 0 | |
// * color distances above outer threshold count as background; mask value = 255 | |
// * color distances between inner and outer threshold a linearly interpolated; mask value = [0, 255] | |
assert( tInner <= tOuter ); | |
// Convert to YCrCb. | |
assert( ! imageBGR.empty() ); | |
cv::Size imageSize = imageBGR.size(); | |
cv::Mat3b imageYCrCb; | |
cv::cvtColor( imageBGR, imageYCrCb, cv::COLOR_BGR2YCrCb ); | |
cv::Scalar chromaYCrCb = bgr2ycrcb( chromaBGR ); // Convert a single BGR value to YCrCb. | |
// Build the mask. | |
cv::Mat1b mask = cv::Mat1b::zeros( imageSize ); | |
const cv::Vec3d key( chromaYCrCb[ 0 ], chromaYCrCb[ 1 ], chromaYCrCb[ 2 ] ); | |
for ( int y = 0; y < imageSize.height; ++y ) | |
{ | |
for ( int x = 0; x < imageSize.width; ++x ) | |
{ | |
const cv::Vec3d color( imageYCrCb( y, x )[ 0 ], imageYCrCb( y, x )[ 1 ], imageYCrCb( y, x )[ 2 ] ); | |
double distance = cv::norm( key - color ); | |
if ( distance < tInner ) | |
{ | |
// Current pixel is fully part of the background. | |
mask( y, x ) = 0; | |
} | |
else if ( distance > tOuter ) | |
{ | |
// Current pixel is fully part of the foreground. | |
mask( y, x ) = 255; | |
} | |
else | |
{ | |
// Current pixel is partially part both, fore- and background; interpolate linearly. | |
// Compute the interpolation factor and clip its value to the range [0, 255]. | |
double d1 = distance - tInner; | |
double d2 = tOuter - tInner; | |
uint8_t alpha = static_cast< uint8_t >( 255. * ( d1 / d2 ) ); | |
mask( y, x ) = alpha; | |
} | |
} | |
} | |
return mask; | |
} | |
cv::Mat3b replaceBackground( const cv::Mat3b & image, const cv::Mat1b & mask, cv::Scalar bgColor ) | |
{ | |
cv::Size imageSize = image.size(); | |
const cv::Vec3b bgColorVec( bgColor[ 0 ], bgColor[ 1 ], bgColor[ 2 ] ); | |
cv::Mat3b newImage( image.size() ); | |
for ( int y = 0; y < imageSize.height; ++y ) | |
{ | |
for ( int x = 0; x < imageSize.width; ++x ) | |
{ | |
uint8_t maskValue = mask( y, x ); | |
if ( maskValue >= 255 ) | |
{ | |
newImage( y, x ) = image( y, x ); | |
} | |
else if ( maskValue <= 0 ) | |
{ | |
newImage( y, x ) = bgColorVec; | |
} | |
else | |
{ | |
double alpha = 1. / static_cast< double >( maskValue ); | |
newImage( y, x ) = alpha * image( y, x ) + ( 1. - alpha ) * bgColorVec; | |
} | |
} | |
} | |
return newImage; | |
} | |
} // namespace | |
int main() | |
{ | |
std::string inputFilename = INPUT_FILENAME; | |
std::string maskFilename = "./mask.png"; | |
std::string newBackgroundFilename = "./newBackground.png"; | |
// Load the input image. | |
cv::Mat3b input = cv::imread( inputFilename, cv::IMREAD_COLOR ); | |
if ( input.empty() ) | |
{ | |
std::cerr << "Input file <" << inputFilename << "> could not be loaded ... " << std::endl; | |
return 1; | |
} | |
// Apply the chroma keying and save the output. | |
cv::Scalar chroma( 0, 0, 0, 0 ); | |
double tInner = 100.; | |
double tOuter = 170.; | |
cv::Mat1b mask = chromaKey( input, chroma, tInner, tOuter ); | |
cv::Mat3b newBackground = replaceBackground( input, mask, cv::Scalar( 0, 255, 0, 0 ) ); | |
cv::imwrite( maskFilename, mask ); | |
cv::imwrite( newBackgroundFilename, newBackground ); | |
cv::namedWindow( "input" ); | |
cv::imshow( "input", input ); | |
cv::namedWindow( "mask" ); | |
cv::imshow( "mask", mask ); | |
cv::namedWindow( "new background" ); | |
cv::imshow( "new background", newBackground ); | |
cv::waitKey( 0 ); | |
return 0; | |
} | |
Can you please guide me how can i use it with xcode and i am new to this CMake!
How can i configure?
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Hello Nils Plath,
Can you please guide me how can i use it with xcode and i am new to this CMake!
How can i configure?