diff --git a/app/src/main/java/com/example/ueberwachungssystem/VideoDetection/VideoDetector.java b/app/src/main/java/com/example/ueberwachungssystem/VideoDetection/VideoDetector.java
index ad80e28..d7d9a16 100644
--- a/app/src/main/java/com/example/ueberwachungssystem/VideoDetection/VideoDetector.java
+++ b/app/src/main/java/com/example/ueberwachungssystem/VideoDetection/VideoDetector.java
@@ -10,7 +10,6 @@ import androidx.annotation.NonNull;
 import androidx.camera.core.CameraSelector;
 import androidx.camera.core.ExperimentalGetImage;
 import androidx.camera.core.ImageAnalysis;
-import androidx.camera.core.ImageProxy;
 import androidx.camera.core.Preview;
 import androidx.camera.lifecycle.ProcessCameraProvider;
 import androidx.camera.view.PreviewView;
@@ -37,10 +36,15 @@ public class VideoDetector extends Detector {
     private final float DELTA_LUMINOSITY_THRESHOLD = 1.5f;
     private Float previousLuminosity = null;
 
+    private static final int PIXEL_THRESHOLD = 50;  // Luminosity (brightness channel of YUV_420_888)
+    private static final int ALARM_THRESHOLD = 1;   // Percent of pixels changed
+    private ByteBuffer previousBuffer = null;
+
 
 
     /** Constructor */
     public VideoDetector(Context context) {
+
         super();
         this.context = context;
     }
@@ -54,16 +58,13 @@ public class VideoDetector extends Detector {
         // Request Camera Provider
         final ListenableFuture<ProcessCameraProvider> cameraProviderFuture = ProcessCameraProvider.getInstance(context);
         //Check for Camera availability
-        cameraProviderFuture.addListener(new Runnable() {
-            @Override
-            public void run() {
-                try {
-                    cameraProvider = cameraProviderFuture.get();
-                    bindLuminosityAnalysis(cameraProvider);
-                    isDetectionRunning = true;
-                } catch (ExecutionException | InterruptedException e) {
-                    // No errors need to be handled for this Future. This should never be reached.
-                }
+        cameraProviderFuture.addListener(() -> {
+            try {
+                cameraProvider = cameraProviderFuture.get();
+                bindLuminosityAnalysis(cameraProvider);
+                isDetectionRunning = true;
+            } catch (ExecutionException | InterruptedException e) {
+                // No errors need to be handled for this Future. This should never be reached.
             }
         },ContextCompat.getMainExecutor(context));
     }
@@ -91,25 +92,34 @@ public class VideoDetector extends Detector {
         ImageAnalysis.Builder builder = new ImageAnalysis.Builder();
         builder.setTargetResolution(new Size(640, 480));
         builder.setBackpressureStrategy(ImageAnalysis.STRATEGY_KEEP_ONLY_LATEST);
+        builder.setOutputImageFormat(ImageAnalysis.OUTPUT_IMAGE_FORMAT_YUV_420_888);
         ImageAnalysis imageAnalysis = builder.build();
 
         // Set Analyzer
-        imageAnalysis.setAnalyzer(ContextCompat.getMainExecutor(context), new ImageAnalysis.Analyzer() {
-            @Override
-            public void analyze(@NonNull ImageProxy imageProxy) {
-                if (imageProxy.getFormat() == ImageFormat.YUV_420_888) {
-                    Image image = imageProxy.getImage();
-                    assert image != null;
+        imageAnalysis.setAnalyzer(ContextCompat.getMainExecutor(context), imageProxy -> {
+            if (imageProxy.getFormat() == ImageFormat.YUV_420_888) {
+                Image image = imageProxy.getImage();
+                assert image != null;
+
+
+                // Luminosity Detection
+                //float luminosity = calculateLuminosity(image);
+                //if (previousLuminosity != null)
+                //    checkForViolation(luminosity, previousLuminosity);
+                //previousLuminosity = luminosity;
+
+
+                // Changed Pixel Detection
+                int pixelChanged = getChangedPixelCount(image);
+                int width = image.getWidth();
+                int height = image.getHeight();
+
+                float percentPixelChanged = (float) 100f * pixelChanged / (width * height);
+                if (percentPixelChanged > ALARM_THRESHOLD)
+                    reportViolation("0", "Video", percentPixelChanged);
 
-                    // Analyze frame
-                    float luminosity = calculateLuminosity(image);
-                    Log.d("Video Detector", String.valueOf(luminosity));
-                    if (previousLuminosity != null)
-                        checkForViolation(luminosity, previousLuminosity);
-                    previousLuminosity = luminosity;
-                }
-                imageProxy.close();
             }
+            imageProxy.close();
         });
         // Create Preview
         Preview preview = new Preview.Builder().build();
@@ -149,11 +159,50 @@ public class VideoDetector extends Detector {
     }
 
 
+    /** Calculate Amount of Pixels changed */
+    private int getChangedPixelCount(Image image) {
+        int width = image.getWidth();
+        int height = image.getHeight();
+
+        Image.Plane[] planes = image.getPlanes();
+        ByteBuffer buffer = planes[0].getBuffer();
+
+        int yRowStride = image.getPlanes()[0].getRowStride();
+        int yPixelStride = image.getPlanes()[0].getPixelStride();
+
+        int changedPixelCount = 0;
+
+        if (previousBuffer == null) {
+            previousBuffer = ByteBuffer.allocate(buffer.capacity());
+            buffer.rewind();
+            previousBuffer.put(buffer);
+            previousBuffer.rewind();
+        }
+
+        for (int y = 0; y < height; ++y) {
+            for (int x = 0; x < width; x++) {
+                int index = (y * yRowStride) + (x * yPixelStride);
+                int luminosity = (buffer.get(index) & 0xff);
+                int previousLuminosity = (previousBuffer.get(index) & 0xff);
+                int diff = Math.abs(luminosity - previousLuminosity);
+                if (diff > PIXEL_THRESHOLD)
+                    changedPixelCount++;
+            }
+        }
+        // Reset and copy Byte Buffer
+        buffer.rewind();
+        previousBuffer.rewind();
+        previousBuffer.put(buffer);
+
+        return changedPixelCount;
+    }
+
+
     /** Check if delta Luminosity exceeds threshold */
     private void checkForViolation(float luminosity, float previousLuminosity) {
         float deltaLuminosity = Math.abs(luminosity - previousLuminosity);
         if (deltaLuminosity > DELTA_LUMINOSITY_THRESHOLD) {
-            reportViolation("1232", "Video",luminosity);
+            reportViolation("0", "Video",luminosity);
             Log.d("Violation", "Violation");
         }
         Log.d("Delta", String.valueOf(Math.abs(previousLuminosity - luminosity)));