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VideoDetector.java 12KB

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  1. package com.example.ueberwachungssystem.Detection;
  2. import android.Manifest;
  3. import android.annotation.SuppressLint;
  4. import android.content.Context;
  5. import android.content.pm.PackageManager;
  6. import android.graphics.ImageFormat;
  7. import android.media.Image;
  8. import android.os.CountDownTimer;
  9. import android.util.Log;
  10. import android.view.Display;
  11. import android.view.Surface;
  12. import android.view.WindowManager;
  13. import android.widget.ImageView;
  14. import android.widget.Toast;
  15. import androidx.annotation.NonNull;
  16. import androidx.annotation.Nullable;
  17. import androidx.camera.core.CameraSelector;
  18. import androidx.camera.core.ExperimentalGetImage;
  19. import androidx.camera.core.ImageAnalysis;
  20. import androidx.camera.core.ImageProxy;
  21. import androidx.camera.core.Preview;
  22. import androidx.camera.core.VideoCapture;
  23. import androidx.camera.lifecycle.ProcessCameraProvider;
  24. import androidx.camera.view.PreviewView;
  25. import androidx.core.app.ActivityCompat;
  26. import androidx.core.content.ContextCompat;
  27. import androidx.lifecycle.LifecycleOwner;
  28. import com.google.common.util.concurrent.ListenableFuture;
  29. import org.opencv.android.OpenCVLoader;
  30. import org.opencv.core.Mat;
  31. import org.opencv.core.Size;
  32. import java.io.File;
  33. import java.time.LocalDateTime;
  34. import java.time.format.DateTimeFormatter;
  35. import java.util.concurrent.ExecutionException;
  36. /**
  37. * Video Detector inherits some methods from abstract Detector class (more info there)
  38. * */
  39. @ExperimentalGetImage
  40. public class VideoDetector extends Detector {
  41. // Calling Activity
  42. private final Context context;
  43. // Camera Provider
  44. private ProcessCameraProvider cameraProvider;
  45. private ImageAnalysis imageAnalysis;
  46. private VideoCapture videoCapture;
  47. //private Preview preview;
  48. // Logic
  49. private boolean isDetecting = false;
  50. private boolean isRecording = false;
  51. private boolean allowReportViolation = false;
  52. // Image Processing
  53. private Mat previousImage = null;
  54. // Debugging
  55. private ImageView inputImageView = null;
  56. private ImageView outputImageView = null;
  57. // Recorder
  58. private File outputDir; // Default: in app files directory
  59. // Parameters
  60. private static final float ALARM_THRESHOLD = 0f; // Percent of pixels changed
  61. private static final float AREA_THRESHOLD = 10f;
  62. private static final int DILATE_ITERATIONS = 2;
  63. private static final float START_DELAY = 2000; // milliseconds
  64. private static final android.util.Size IMAGE_RES = new android.util.Size(640, 480);
  65. /** Constructor */
  66. public VideoDetector(Context context) {
  67. super();
  68. this.context = context;
  69. this.imageAnalysis = setupImageAnalysis();
  70. this.videoCapture = setupVideoCapture();
  71. this.outputDir = context.getFilesDir();
  72. //this.preview = new Preview.Builder().build();
  73. }
  74. /** Get States */
  75. public boolean isDetecting() {
  76. return isDetecting;
  77. }
  78. public boolean isRecording(){
  79. return isRecording;
  80. }
  81. /** Starts the Video Detection */
  82. @Override
  83. public void startDetection() {
  84. // Check States
  85. if (isDetecting)
  86. return;
  87. // Configure Image Analysis
  88. imageAnalysis = setupImageAnalysis();
  89. // Open CV startup check
  90. if (!OpenCVLoader.initDebug()) {
  91. Log.e("OpenCV", "Unable to load OpenCV!");
  92. return;
  93. } else
  94. Log.d("OpenCV", "OpenCV loaded Successfully!");
  95. // Get Process Camera Provider and start
  96. final ListenableFuture<ProcessCameraProvider> cameraProviderFuture = ProcessCameraProvider.getInstance(context);
  97. cameraProviderFuture.addListener(() -> {
  98. try {
  99. cameraProvider = cameraProviderFuture.get();
  100. isDetecting = true;
  101. bindCameraProvider();
  102. } catch (ExecutionException | InterruptedException e) {}
  103. }, ContextCompat.getMainExecutor(context));
  104. // Disable Violation Calling for Setup Time
  105. startViolationTimer(START_DELAY);
  106. }
  107. /** Starts the Recorder */
  108. @SuppressLint("RestrictedApi")
  109. public void startRecording() {
  110. // Check States
  111. if (isRecording){
  112. return;
  113. }
  114. Toast.makeText(context, "Aufnahme gestartet", Toast.LENGTH_SHORT).show();
  115. videoCapture = setupVideoCapture();
  116. final ListenableFuture<ProcessCameraProvider> cameraProviderFuture = ProcessCameraProvider.getInstance(context);
  117. cameraProviderFuture.addListener(() -> {
  118. try {
  119. cameraProvider = cameraProviderFuture.get();
  120. isRecording = true;
  121. bindCameraProvider();
  122. File vidFile = new File(context.getFilesDir() + "/" + generateFileName() + ".mp4");
  123. if (ActivityCompat.checkSelfPermission(context, Manifest.permission.RECORD_AUDIO) != PackageManager.PERMISSION_GRANTED) {
  124. return;
  125. }
  126. videoCapture.startRecording(
  127. new VideoCapture.OutputFileOptions.Builder(vidFile).build(),
  128. context.getMainExecutor(),
  129. new VideoCapture.OnVideoSavedCallback() {
  130. @Override
  131. public void onVideoSaved(@NonNull VideoCapture.OutputFileResults outputFileResults) {
  132. isRecording = false;
  133. Toast.makeText(context, "Aufnahme gespeichert", Toast.LENGTH_SHORT).show();
  134. }
  135. @Override
  136. public void onError(int videoCaptureError, @NonNull String message, @Nullable Throwable cause) {
  137. isRecording = false;
  138. Toast.makeText(context, "Aufnahme fehlgeschlagen", Toast.LENGTH_SHORT).show();
  139. }
  140. }
  141. );
  142. } catch (ExecutionException | InterruptedException ignored) {}
  143. }, ContextCompat.getMainExecutor(context));
  144. }
  145. /** Stops the Video Detection */
  146. @Override
  147. public void stopDetection() {
  148. if (!isDetecting || imageAnalysis == null)
  149. return;
  150. if (!isRecording)
  151. cameraProvider.unbindAll();
  152. else
  153. cameraProvider.unbind(imageAnalysis);
  154. isDetecting = false;
  155. allowReportViolation = false;
  156. }
  157. /** Stops the Recording */
  158. @SuppressLint("RestrictedApi")
  159. public void stopRecording(){
  160. if(!isRecording)
  161. return;
  162. videoCapture.stopRecording();
  163. if (!isDetecting())
  164. cameraProvider.unbindAll();
  165. else
  166. cameraProvider.unbind(videoCapture);
  167. isRecording = false;
  168. }
  169. /** Bind Camera Provider */
  170. private void bindCameraProvider() {
  171. // Specify which Camera to use
  172. CameraSelector cameraSelector = new CameraSelector.Builder().requireLensFacing(CameraSelector.LENS_FACING_BACK).build();
  173. cameraProvider.unbindAll();
  174. cameraProvider.bindToLifecycle((LifecycleOwner) context, cameraSelector, imageAnalysis, videoCapture);
  175. }
  176. /** Setup Use Cases */
  177. private ImageAnalysis setupImageAnalysis() {
  178. // Configure and create Image Analysis
  179. ImageAnalysis.Builder builder = new ImageAnalysis.Builder();
  180. builder.setTargetResolution(IMAGE_RES);
  181. builder.setBackpressureStrategy(ImageAnalysis.STRATEGY_KEEP_ONLY_LATEST);
  182. builder.setOutputImageFormat(ImageAnalysis.OUTPUT_IMAGE_FORMAT_YUV_420_888);
  183. builder.setTargetRotation(Surface.ROTATION_90);
  184. ImageAnalysis imageAnalysis = builder.build();
  185. // Set Analyzer
  186. imageAnalysis.setAnalyzer(ContextCompat.getMainExecutor(context), imageProxy -> {
  187. if (imageProxy.getFormat() == ImageFormat.YUV_420_888) {
  188. Image image = imageProxy.getImage();
  189. assert image != null;
  190. // Violation Handling
  191. Mat processed = processImage(imageProxy);
  192. int n = OpenCVHelper.countNonZeroPixels(processed);
  193. int pixelCount = image.getWidth() * image.getHeight();
  194. float percentChanged = ((float) n / pixelCount) * 100;
  195. // Violation Condition
  196. if (percentChanged> ALARM_THRESHOLD) {
  197. if (allowReportViolation)
  198. reportViolation("Video", percentChanged);
  199. }
  200. }
  201. imageProxy.close();
  202. });
  203. return imageAnalysis;
  204. }
  205. @SuppressLint("RestrictedApi")
  206. private VideoCapture setupVideoCapture() {
  207. int rotation = getDisplayRotation();
  208. return new VideoCapture.Builder()
  209. .setTargetRotation(rotation)
  210. .build();
  211. }
  212. /** Process Image to be used for Motion Detection */
  213. private Mat processImage(ImageProxy imageProxy){
  214. if (imageProxy == null)
  215. return null;
  216. // Image Transformation
  217. Mat imageMat = OpenCVHelper.extractYChannel(imageProxy);
  218. // Show Input Image
  219. if (inputImageView != null)
  220. OpenCVHelper.debugMat(imageMat, inputImageView);
  221. // Preprocess Image
  222. Mat preprocessed = imageMat;
  223. preprocessed = OpenCVHelper.addGaussianBlur(preprocessed, new Size(21, 21));
  224. preprocessed = OpenCVHelper.addBlur(preprocessed, new Size(3, 3));
  225. // Set Previous Image
  226. if (previousImage == null) {
  227. previousImage = preprocessed;
  228. return null;
  229. }
  230. // Process Image
  231. Mat processed = preprocessed.clone();
  232. processed = OpenCVHelper.thresholdPixels(processed, previousImage, 25);
  233. for(int i = 0; i < DILATE_ITERATIONS; i++)
  234. processed = OpenCVHelper.dilateBinaryMat(processed, new Size(3,3));
  235. processed = OpenCVHelper.thresholdContourArea(processed, AREA_THRESHOLD);
  236. // Output
  237. previousImage = preprocessed.clone();
  238. // Show Output Image
  239. if (outputImageView != null)
  240. OpenCVHelper.debugMat(processed, outputImageView);
  241. return processed;
  242. }
  243. /** Debug input and result of processing */
  244. public void debugProcessing(@NonNull ImageView inputImageView, @NonNull ImageView outputImageView){
  245. this.inputImageView = inputImageView;
  246. this.outputImageView = outputImageView;
  247. }
  248. /**
  249. private void setPreviewView(@NonNull PreviewView previewView) {
  250. // Create Preview
  251. if (this.preview != null)
  252. this.preview.setSurfaceProvider(previewView.getSurfaceProvider());
  253. }
  254. */
  255. /** Generate File Name */
  256. private String generateFileName(){
  257. // Get the current timestamp
  258. LocalDateTime currentTime = LocalDateTime.now();
  259. // Define the format for the timestamp
  260. DateTimeFormatter formatter = DateTimeFormatter.ofPattern("yyyyMMdd_HHmmss");
  261. // Return the timestamp as a string
  262. return currentTime.format(formatter);
  263. }
  264. /** Get current Display Rotation */
  265. private int getDisplayRotation() {
  266. WindowManager windowManager = (WindowManager) context.getSystemService(Context.WINDOW_SERVICE);
  267. Display display = windowManager.getDefaultDisplay();
  268. return display.getRotation();
  269. }
  270. /** Start delay until Violation Report is allowed */
  271. private void startViolationTimer(float setupTime) {
  272. new CountDownTimer((long) (setupTime), 100) {
  273. @Override
  274. public void onTick(long millisUntilFinished) {
  275. }
  276. @Override
  277. public void onFinish() {
  278. allowReportViolation = true;
  279. }
  280. }.start();
  281. }
  282. public void setOutputDir(File outputDir) {
  283. this.outputDir = outputDir;
  284. }
  285. }