Moved OpenCV Helper to its own Java File
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057c7fc139
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6954d38143
@ -3,6 +3,7 @@ package com.example.ueberwachungssystem.Detection;
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import android.os.CountDownTimer;
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import androidx.annotation.NonNull;
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import androidx.camera.core.ExperimentalGetImage;
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abstract public class Detector {
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@ -0,0 +1,109 @@
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package com.example.ueberwachungssystem.Detection;
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import android.graphics.Bitmap;
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import android.media.Image;
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import android.widget.ImageView;
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import androidx.annotation.NonNull;
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import androidx.camera.core.ExperimentalGetImage;
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import androidx.camera.core.ImageProxy;
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import org.opencv.android.Utils;
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import org.opencv.core.Core;
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import org.opencv.core.CvType;
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import org.opencv.core.Mat;
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import org.opencv.core.MatOfPoint;
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import org.opencv.core.Scalar;
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import org.opencv.core.Size;
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import org.opencv.imgproc.Imgproc;
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import java.nio.ByteBuffer;
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import java.util.ArrayList;
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import java.util.Collections;
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import java.util.List;
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@ExperimentalGetImage
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public class OpenCVHelper {
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/** OpenCV helper methods **/
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public static Mat addGaussianBlur(Mat inputMat, Size kernelSize){
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Mat outputMat = new Mat();
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Imgproc.GaussianBlur(inputMat, outputMat, kernelSize, 0);
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return outputMat;
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}
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public static Mat addBlur(Mat inputMat, Size kernelSize){
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Mat outputMat = new Mat();
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Imgproc.blur(inputMat, outputMat, kernelSize);
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return outputMat;
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}
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public static Mat extractYChannel(@NonNull ImageProxy imgProxy) {
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Image img = imgProxy.getImage();
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assert img != null;
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ByteBuffer yBuffer = img.getPlanes()[0].getBuffer();
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byte[] yData = new byte[yBuffer.remaining()];
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yBuffer.get(yData);
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Mat yMat = new Mat(img.getHeight(), img.getWidth(), CvType.CV_8UC1);
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yMat.put(0, 0, yData);
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return yMat;
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}
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public static Mat thresholdPixels(Mat inputMat, Mat previousImage, int threshold){
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Mat diffImage = new Mat();
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Core.absdiff(inputMat, previousImage, diffImage);
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Mat binaryMat = new Mat();
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Imgproc.threshold(diffImage, binaryMat, threshold, 255, Imgproc.THRESH_BINARY);
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return binaryMat;
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}
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public static Mat thresholdContourArea(Mat inputMat, float areaThreshold){
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List<MatOfPoint> contours = new ArrayList<>();
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Mat hierarchy = new Mat();
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Imgproc.findContours(inputMat, contours, hierarchy, Imgproc.RETR_EXTERNAL, Imgproc.CHAIN_APPROX_SIMPLE);
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Mat outputMat = new Mat(inputMat.size(), inputMat.type(), new Scalar(0));
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// Iterate over the contours and draw only the larger contours on the outputMat
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for (MatOfPoint contour : contours) {
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double contourArea = Imgproc.contourArea(contour);
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if (contourArea > areaThreshold) {
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Imgproc.drawContours(outputMat, Collections.singletonList(contour), 0, new Scalar(255), -1);
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}
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}
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// Apply the outputMat as a mask to the dilatedImage
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Mat maskedImage = new Mat();
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inputMat.copyTo(maskedImage, outputMat);
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return outputMat;
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}
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public static Mat dilateBinaryMat(Mat inputMat, Size kernelSize){
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Mat dilatedMat = new Mat();
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Mat kernel = Imgproc.getStructuringElement(Imgproc.MORPH_ELLIPSE, kernelSize);
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Imgproc.dilate(inputMat, dilatedMat, kernel);
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return dilatedMat;
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}
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public static int countNonZeroPixels(Mat inputImage) {
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if (inputImage != null)
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return Core.countNonZero(inputImage);
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else
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return 0;
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}
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public static void debugMat(Mat mat, ImageView imageView) {
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if (imageView == null || mat == null)
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return;
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Bitmap bitmap = Bitmap.createBitmap(mat.cols(), mat.rows(), Bitmap.Config.ARGB_8888);
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Utils.matToBitmap(mat, bitmap);
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// Display the bitmap in an ImageView
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imageView.setImageBitmap(bitmap);
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}
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}
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@ -5,7 +5,6 @@ import android.annotation.SuppressLint;
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import android.app.Activity;
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import android.content.Context;
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import android.content.pm.PackageManager;
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import android.graphics.Bitmap;
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import android.graphics.ImageFormat;
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import android.media.Image;
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import android.os.CountDownTimer;
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@ -31,20 +30,12 @@ import androidx.lifecycle.LifecycleOwner;
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import com.google.common.util.concurrent.ListenableFuture;
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import org.opencv.android.OpenCVLoader;
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import org.opencv.android.Utils;
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import org.opencv.core.Core;
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import org.opencv.core.CvType;
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import org.opencv.core.Mat;
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import org.opencv.core.MatOfPoint;
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import org.opencv.core.Scalar;
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import org.opencv.core.Size;
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import org.opencv.imgproc.Imgproc;
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import java.io.File;
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import java.nio.ByteBuffer;
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import java.util.ArrayList;
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import java.util.Collections;
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import java.util.List;
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import java.time.LocalDateTime;
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import java.time.format.DateTimeFormatter;
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import java.util.concurrent.ExecutionException;
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@ -109,10 +100,13 @@ public class VideoDetector extends Detector {
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this.preview = new Preview.Builder().build();
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}
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/** Get State of the Detector */
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public boolean isRunning() {
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/** Get States */
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public boolean isDetecting() {
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return isDetecting;
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}
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public boolean isRecording(){
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return isRecording;
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}
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/** Starts the Video Detection */
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@ -190,6 +184,7 @@ public class VideoDetector extends Detector {
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}
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/** Setup Use Cases */
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private ImageAnalysis setupImageAnalysis() {
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// Configure and create Image Analysis
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ImageAnalysis.Builder builder = new ImageAnalysis.Builder();
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@ -234,7 +229,6 @@ public class VideoDetector extends Detector {
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extendViolation();
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return;
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}
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// Return On Request Permissions
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if (!hasPermissions()) {
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getPermissions();
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@ -248,7 +242,7 @@ public class VideoDetector extends Detector {
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isRecording = true;
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bindCameraProvider(UseCase.VideoCapture);
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File vidFile = new File(context.getFilesDir() + "/" + outputName);
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File vidFile = new File(context.getFilesDir() + "/" + generateFileName() + ".mp4");
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if (ActivityCompat.checkSelfPermission(context, Manifest.permission.RECORD_AUDIO) != PackageManager.PERMISSION_GRANTED) {
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return;
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}
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@ -268,7 +262,7 @@ public class VideoDetector extends Detector {
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}
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}
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);
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} catch (ExecutionException | InterruptedException e) {}
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} catch (ExecutionException | InterruptedException ignored) {}
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}, ContextCompat.getMainExecutor(context));
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}
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@ -327,115 +321,12 @@ public class VideoDetector extends Detector {
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this.preview.setSurfaceProvider(previewView.getSurfaceProvider());
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}
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private static class OpenCVHelper{
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private OpenCVHelper() {}
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/** OpenCV helper methods **/
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private static Mat addGaussianBlur(Mat inputMat, Size kernelSize){
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Mat outputMat = new Mat();
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Imgproc.GaussianBlur(inputMat, outputMat, kernelSize, 0);
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return outputMat;
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}
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private static Mat addBlur(Mat inputMat, Size kernelSize){
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Mat outputMat = new Mat();
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Imgproc.blur(inputMat, outputMat, kernelSize);
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return outputMat;
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}
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private static Mat extractYChannel(@NonNull ImageProxy imgProxy) {
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Image img = imgProxy.getImage();
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assert img != null;
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ByteBuffer yBuffer = img.getPlanes()[0].getBuffer();
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byte[] yData = new byte[yBuffer.remaining()];
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yBuffer.get(yData);
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Mat yMat = new Mat(img.getHeight(), img.getWidth(), CvType.CV_8UC1);
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yMat.put(0, 0, yData);
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return yMat;
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}
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private static Mat thresholdPixels(Mat inputMat, Mat previousImage, int threshold){
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Mat diffImage = new Mat();
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Core.absdiff(inputMat, previousImage, diffImage);
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Mat binaryMat = new Mat();
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Imgproc.threshold(diffImage, binaryMat, threshold, 255, Imgproc.THRESH_BINARY);
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return binaryMat;
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}
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private static Mat imageProxyToGrayscaleMat(ImageProxy imageProxy) {
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// Step 1: Extract the image data from ImageProxy
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ImageProxy.PlaneProxy[] planes = imageProxy.getPlanes();
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ByteBuffer yBuffer = planes[0].getBuffer();
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byte[] yData = new byte[yBuffer.remaining()];
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yBuffer.get(yData);
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// Step 2: Convert the image data to NV21 format
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int width = imageProxy.getWidth();
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int height = imageProxy.getHeight();
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byte[] nv21Data = new byte[width * height * 3 / 2];
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// Assuming the image format is YUV_420_888
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System.arraycopy(yData, 0, nv21Data, 0, yData.length);
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for (int i = yData.length; i < nv21Data.length; i += 2) {
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nv21Data[i] = yData[i + 1];
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nv21Data[i + 1] = yData[i];
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}
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// Step 3: Create a grayscale Mat from the NV21 data
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Mat grayscaleMat = new Mat(height, width, CvType.CV_8UC1);
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grayscaleMat.put(0, 0, nv21Data);
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return grayscaleMat;
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}
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private static Mat thresholdContourArea(Mat inputMat, float areaThreshold){
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List<MatOfPoint> contours = new ArrayList<>();
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Mat hierarchy = new Mat();
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Imgproc.findContours(inputMat, contours, hierarchy, Imgproc.RETR_EXTERNAL, Imgproc.CHAIN_APPROX_SIMPLE);
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Mat outputMat = new Mat(inputMat.size(), inputMat.type(), new Scalar(0));
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// Iterate over the contours and draw only the larger contours on the outputMat
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for (MatOfPoint contour : contours) {
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double contourArea = Imgproc.contourArea(contour);
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if (contourArea > areaThreshold) {
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Imgproc.drawContours(outputMat, Collections.singletonList(contour), 0, new Scalar(255), -1);
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}
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}
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// Apply the outputMat as a mask to the dilatedImage
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Mat maskedImage = new Mat();
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inputMat.copyTo(maskedImage, outputMat);
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return outputMat;
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}
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private static Mat dilateBinaryMat(Mat inputMat, Size kernelSize){
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Mat dilatedMat = new Mat();
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Mat kernel = Imgproc.getStructuringElement(Imgproc.MORPH_ELLIPSE, kernelSize);
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Imgproc.dilate(inputMat, dilatedMat, kernel);
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return dilatedMat;
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}
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private static int countNonZeroPixels(Mat inputImage) {
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if (inputImage != null)
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return Core.countNonZero(inputImage);
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else
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return 0;
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}
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private static void debugMat(Mat mat, ImageView imageView) {
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if (imageView == null || mat == null)
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return;
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Bitmap bitmap = Bitmap.createBitmap(mat.cols(), mat.rows(), Bitmap.Config.ARGB_8888);
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Utils.matToBitmap(mat, bitmap);
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// Display the bitmap in an ImageView
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imageView.setImageBitmap(bitmap);
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}
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private String generateFileName(){
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// Get the current timestamp
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LocalDateTime currentTime = LocalDateTime.now();
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// Define the format for the timestamp
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DateTimeFormatter formatter = DateTimeFormatter.ofPattern("yyyyMMdd_HHmmss");
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// Return the timestamp as a string
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return currentTime.format(formatter);
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}
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}
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@ -11,6 +11,7 @@ import android.view.View;
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import android.widget.ImageView;
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import android.widget.ToggleButton;
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import com.example.ueberwachungssystem.Detection.AudioRecorder;
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import com.example.ueberwachungssystem.Detection.DetectionReport;
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import com.example.ueberwachungssystem.Detection.Detector;
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import com.example.ueberwachungssystem.Detection.VideoDetector;
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@ -41,6 +42,9 @@ public class MainActivity extends AppCompatActivity {
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vd.startDetection();
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AudioRecorder audioRecorder = new AudioRecorder(this);
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ToggleButton toggleButton = findViewById(R.id.toggleButton);
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toggleButton.setOnClickListener(new View.OnClickListener() {
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@ -50,10 +54,12 @@ public class MainActivity extends AppCompatActivity {
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{
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//vd.startDetection();
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vd.startRecording();
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audioRecorder.startRecording();
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}
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else {
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//vd.stopDetection();
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vd.stopRecording();
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audioRecorder.stopRecording();
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}
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}
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});
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