Difference between revisions of "LaneDetection"
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(Created page with "{{:Self_Driving_RC_Car/Links}} see https://github.com/naokishibuya/car-finding-lane-lines File:show7141511869219163446.jpg File:show6147902249785399207.jpg") |
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https://github.com/naokishibuya/car-finding-lane-lines | https://github.com/naokishibuya/car-finding-lane-lines | ||
− | [[File:show7141511869219163446.jpg]] | + | = Color Filter = |
− | [[File:show6147902249785399207.jpg]] | + | [[File:show7141511869219163446.jpg|800px]] |
+ | [[File:show6147902249785399207.jpg|800px]] | ||
+ | |||
+ | == Source Code == | ||
+ | === ColorFilter === | ||
+ | <source lang='java'> | ||
+ | package org.rcdukes.video; | ||
+ | |||
+ | import org.opencv.core.Core; | ||
+ | import org.opencv.core.Mat; | ||
+ | import org.opencv.core.Scalar; | ||
+ | |||
+ | /** | ||
+ | * filter colors in a given range | ||
+ | * | ||
+ | * @author wf | ||
+ | * | ||
+ | */ | ||
+ | public class ColorFilter { | ||
+ | private Scalar minColor; | ||
+ | private Scalar maxColor; | ||
+ | |||
+ | /** | ||
+ | * set minimum color with relative rgb values | ||
+ | * | ||
+ | * @param r | ||
+ | * - red from 0.0 to 1.0 | ||
+ | * @param g | ||
+ | * - green from 0.0 to 1.0 | ||
+ | * @param b | ||
+ | * - blue from 0.0 to 1.0 | ||
+ | */ | ||
+ | public void setMinColorRGB(double r, double g, double b) { | ||
+ | this.minColor = new Scalar(b * 255, g * 255, r * 255); | ||
+ | } | ||
+ | |||
+ | /** | ||
+ | * set the minimum rgb color | ||
+ | * @param r red from 0 to 255 | ||
+ | * @param g green from 0 to 255 | ||
+ | * @param b blue from 0 to 255 | ||
+ | */ | ||
+ | public void setMinColorRGB(int r, int g, int b) { | ||
+ | this.minColor=new Scalar(b,g,r); | ||
+ | } | ||
+ | |||
+ | /** | ||
+ | * set maximum color with rgb values | ||
+ | * | ||
+ | * @param r | ||
+ | * @param g | ||
+ | * @param b | ||
+ | */ | ||
+ | public void setMaxColorRGB(double r, double g, double b) { | ||
+ | this.maxColor = new Scalar(b * 255, g * 255, r * 255); | ||
+ | } | ||
+ | |||
+ | /** | ||
+ | * set the maximum rgb color | ||
+ | * @param r red from 0 to 255 | ||
+ | * @param g green from 0 to 255 | ||
+ | * @param b blue from 0 to 255 | ||
+ | */ | ||
+ | public void setMaxColorRGB(int r, int g, int b) { | ||
+ | this.maxColor=new Scalar(b,g,r); | ||
+ | } | ||
+ | |||
+ | /** | ||
+ | * filter by the min and max Colors (if set) | ||
+ | * | ||
+ | * @param image | ||
+ | * - the image to filter | ||
+ | * @return - an image with colors in the given range or the original if not | ||
+ | * both minColor and maxColor have been set | ||
+ | */ | ||
+ | public Mat filter(Mat image) { | ||
+ | Mat imgColorFiltered = image; | ||
+ | if (minColor != null && maxColor != null) { | ||
+ | // https://docs.opencv.org/3.4/da/d97/tutorial_threshold_inRange.html | ||
+ | // https://stackoverflow.com/questions/36693348/java-opencv-core-inrange-input-parameters | ||
+ | Mat imgColorMask = new Mat(); | ||
+ | Core.inRange(image, minColor, maxColor, imgColorMask); | ||
+ | imgColorFiltered = new Mat(); | ||
+ | Core.bitwise_and(image, image, imgColorFiltered, imgColorMask); | ||
+ | } | ||
+ | return imgColorFiltered; | ||
+ | } | ||
+ | } | ||
+ | </source> | ||
+ | === JUnit Test === | ||
+ | <source lang='java'> | ||
+ | @Test | ||
+ | public void testColorFilter() throws Exception { | ||
+ | ColorFilter cf=new ColorFilter(); | ||
+ | cf.setMinColorRGB( 65, 85, 85); | ||
+ | cf.setMaxColorRGB(140, 140, 140); | ||
+ | Mat frame = getTestImage(); | ||
+ | Mat gray=new Mat(); | ||
+ | Imgproc.cvtColor(frame, gray, Imgproc.COLOR_BGR2GRAY); | ||
+ | assertEquals(2458261,Core.countNonZero(gray)); | ||
+ | Mat colorFiltered = cf.filter(frame); | ||
+ | assertEquals(colorFiltered.width(), frame.width()); | ||
+ | Mat cfGray=new Mat(); | ||
+ | Imgproc.cvtColor(colorFiltered, cfGray, Imgproc.COLOR_BGR2GRAY); | ||
+ | assertEquals(173768,Core.countNonZero(cfGray)); | ||
+ | if (show) { | ||
+ | ImageUtils.show(getTestImage()); | ||
+ | ImageUtils.show(gray); | ||
+ | ImageUtils.show(colorFiltered); | ||
+ | } | ||
+ | } | ||
+ | </source> |
Latest revision as of 08:12, 14 March 2020
Click here to comment see Self Driving RC Car
see https://github.com/naokishibuya/car-finding-lane-lines
Color Filter
Source Code
ColorFilter
package org.rcdukes.video;
import org.opencv.core.Core;
import org.opencv.core.Mat;
import org.opencv.core.Scalar;
/**
* filter colors in a given range
*
* @author wf
*
*/
public class ColorFilter {
private Scalar minColor;
private Scalar maxColor;
/**
* set minimum color with relative rgb values
*
* @param r
* - red from 0.0 to 1.0
* @param g
* - green from 0.0 to 1.0
* @param b
* - blue from 0.0 to 1.0
*/
public void setMinColorRGB(double r, double g, double b) {
this.minColor = new Scalar(b * 255, g * 255, r * 255);
}
/**
* set the minimum rgb color
* @param r red from 0 to 255
* @param g green from 0 to 255
* @param b blue from 0 to 255
*/
public void setMinColorRGB(int r, int g, int b) {
this.minColor=new Scalar(b,g,r);
}
/**
* set maximum color with rgb values
*
* @param r
* @param g
* @param b
*/
public void setMaxColorRGB(double r, double g, double b) {
this.maxColor = new Scalar(b * 255, g * 255, r * 255);
}
/**
* set the maximum rgb color
* @param r red from 0 to 255
* @param g green from 0 to 255
* @param b blue from 0 to 255
*/
public void setMaxColorRGB(int r, int g, int b) {
this.maxColor=new Scalar(b,g,r);
}
/**
* filter by the min and max Colors (if set)
*
* @param image
* - the image to filter
* @return - an image with colors in the given range or the original if not
* both minColor and maxColor have been set
*/
public Mat filter(Mat image) {
Mat imgColorFiltered = image;
if (minColor != null && maxColor != null) {
// https://docs.opencv.org/3.4/da/d97/tutorial_threshold_inRange.html
// https://stackoverflow.com/questions/36693348/java-opencv-core-inrange-input-parameters
Mat imgColorMask = new Mat();
Core.inRange(image, minColor, maxColor, imgColorMask);
imgColorFiltered = new Mat();
Core.bitwise_and(image, image, imgColorFiltered, imgColorMask);
}
return imgColorFiltered;
}
}
JUnit Test
@Test
public void testColorFilter() throws Exception {
ColorFilter cf=new ColorFilter();
cf.setMinColorRGB( 65, 85, 85);
cf.setMaxColorRGB(140, 140, 140);
Mat frame = getTestImage();
Mat gray=new Mat();
Imgproc.cvtColor(frame, gray, Imgproc.COLOR_BGR2GRAY);
assertEquals(2458261,Core.countNonZero(gray));
Mat colorFiltered = cf.filter(frame);
assertEquals(colorFiltered.width(), frame.width());
Mat cfGray=new Mat();
Imgproc.cvtColor(colorFiltered, cfGray, Imgproc.COLOR_BGR2GRAY);
assertEquals(173768,Core.countNonZero(cfGray));
if (show) {
ImageUtils.show(getTestImage());
ImageUtils.show(gray);
ImageUtils.show(colorFiltered);
}
}