Created
August 5, 2019 18:19
-
-
Save vanderlin/f34fac6369fd1e85a10e2920af4b5d05 to your computer and use it in GitHub Desktop.
Color Palette from image (OpenCV KMeans)
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
#include "ofApp.h" | |
//-------------------------------------------------------------- | |
void ofApp::setup(){ | |
video.setDeviceID(0); | |
video.setup(320, 240); | |
} | |
//-------------------------------------------------------------- | |
void ofApp::update(){ | |
video.update(); | |
if (video.isFrameNew() && bCapture) { | |
// copy to src | |
cv::Mat src; | |
ofxCv::copy(video, src); | |
// reshape to 1d and convert to 32f | |
int total = src.rows * src.cols; | |
cv::Mat data = src.reshape(1, total); | |
data.convertTo(data, CV_32F); | |
// run kmeans | |
cv::Mat colors; | |
std::vector<int> labels; | |
cv::kmeans(data, k, labels, cv::TermCriteria(cv::TermCriteria::COUNT + cv::TermCriteria::EPS, 10, 1.0), 3, cv::KmeansFlags::KMEANS_PP_CENTERS, colors); | |
// remap color | |
for(int i=0; i<total; i++) { | |
data.at<float>(i, 0) = colors.at<float>(labels[i], 0); | |
data.at<float>(i, 1) = colors.at<float>(labels[i], 1); | |
data.at<float>(i, 2) = colors.at<float>(labels[i], 2); | |
} | |
// reshape back | |
cv::Mat output = data.reshape(3, src.rows); | |
output.convertTo(output, CV_8U); | |
// copy to ofImage | |
ofxCv::copy(output, image); | |
image.update(); | |
// update color palette | |
palette.clear(); | |
for(int i=0; i<k; i++) { | |
auto r = colors.at<float>(i, 0); | |
auto g = colors.at<float>(i, 1); | |
auto b = colors.at<float>(i, 2); | |
palette.push_back(ofColor(r, g, b)); | |
} | |
// sort on brightness | |
ofSort(palette, [](ofColor &a, ofColor &b) -> bool { | |
return a.getBrightness() < b.getBrightness(); | |
}); | |
bCapture = false; | |
} | |
} | |
//-------------------------------------------------------------- | |
void ofApp::draw(){ | |
for(int i=0; i<palette.size(); i++) { | |
float x = video.getWidth(); | |
float y = i * 30; | |
ofFill(); | |
ofSetColor(palette[i]); | |
ofDrawRectangle(x, y, 100, 30); | |
} | |
ofSetColor(255); | |
video.draw(0, 0); | |
image.draw(0, video.getHeight()); | |
ofDrawBitmapStringHighlight("press space to sample "+ofToString(ofGetFrameRate(), 0) + " fps "+ofToString(k)+" colors", 20, ofGetHeight()-20); | |
} | |
//-------------------------------------------------------------- | |
void ofApp::keyPressed(int key){ | |
if (key == OF_KEY_UP) { | |
k ++; | |
} | |
if (key == OF_KEY_DOWN) { | |
k --; | |
if (k <= 0) k = 1; | |
} | |
if (key == ' ') { | |
bCapture = true; | |
} | |
} | |
//-------------------------------------------------------------- | |
void ofApp::keyReleased(int key){ | |
} | |
//-------------------------------------------------------------- | |
void ofApp::mouseMoved(int x, int y ){ | |
} | |
//-------------------------------------------------------------- | |
void ofApp::mouseDragged(int x, int y, int button){ | |
} | |
//-------------------------------------------------------------- | |
void ofApp::mousePressed(int x, int y, int button){ | |
} | |
//-------------------------------------------------------------- | |
void ofApp::mouseReleased(int x, int y, int button){ | |
} | |
//-------------------------------------------------------------- | |
void ofApp::mouseEntered(int x, int y){ | |
} | |
//-------------------------------------------------------------- | |
void ofApp::mouseExited(int x, int y){ | |
} | |
//-------------------------------------------------------------- | |
void ofApp::windowResized(int w, int h){ | |
} | |
//-------------------------------------------------------------- | |
void ofApp::gotMessage(ofMessage msg){ | |
} | |
//-------------------------------------------------------------- | |
void ofApp::dragEvent(ofDragInfo dragInfo){ | |
} |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
#pragma once | |
#include "ofMain.h" | |
#include "ofxCv.h" | |
class ofApp : public ofBaseApp { | |
public: | |
void setup(); | |
void update(); | |
void draw(); | |
void keyPressed(int key); | |
void keyReleased(int key); | |
void mouseMoved(int x, int y ); | |
void mouseDragged(int x, int y, int button); | |
void mousePressed(int x, int y, int button); | |
void mouseReleased(int x, int y, int button); | |
void mouseEntered(int x, int y); | |
void mouseExited(int x, int y); | |
void windowResized(int w, int h); | |
void dragEvent(ofDragInfo dragInfo); | |
void gotMessage(ofMessage msg); | |
ofVideoGrabber video; | |
ofImage image; | |
vector <ofColor> palette; | |
int k = 8; | |
bool bCapture = true; | |
}; |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment