Gruppe 1
You can not select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.

VideoDetector.java 11KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327
  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. * USE FROM MAIN ACTIVITY:
  39. * VideoDetector vd = new VideoDetector(this);
  40. * */
  41. @ExperimentalGetImage
  42. public class VideoDetector extends Detector {
  43. // Calling Activity
  44. private final Context context;
  45. // Camera Provider
  46. private ProcessCameraProvider cameraProvider;
  47. private ImageAnalysis imageAnalysis;
  48. private VideoCapture videoCapture;
  49. //private Preview preview;
  50. // Logic
  51. private boolean isDetecting = false;
  52. private boolean isRecording = false;
  53. private boolean allowReportViolation = false;
  54. // Image Processing
  55. private Mat previousImage = null;
  56. // Debugging
  57. private ImageView inputImageView = null;
  58. private ImageView outputImageView = null;
  59. // Recorder
  60. private File outputDir; // Default: in app files directory
  61. // Parameters
  62. private static final float ALARM_THRESHOLD = 0f; // Percent of pixels changed
  63. private static final float AREA_THRESHOLD = 10f;
  64. private static final int DILATE_ITERATIONS = 2;
  65. private static final float START_DELAY = 20000; // milliseconds
  66. private static final android.util.Size IMAGE_RES = new android.util.Size(640, 480);
  67. /** Constructor */
  68. public VideoDetector(Context context) {
  69. super();
  70. this.context = context;
  71. this.imageAnalysis = setupImageAnalysis();
  72. this.videoCapture = setupVideoCapture();
  73. this.outputDir = context.getFilesDir();
  74. //this.preview = new Preview.Builder().build();
  75. }
  76. /** Get States */
  77. public boolean isDetecting() {
  78. return isDetecting;
  79. }
  80. public boolean isRecording(){
  81. return isRecording;
  82. }
  83. /** Starts the Video Detection */
  84. @Override
  85. public void startDetection() {
  86. // Check States
  87. if (isDetecting)
  88. return;
  89. // Configure Image Analysis
  90. imageAnalysis = setupImageAnalysis();
  91. // Open CV startup check
  92. if (!OpenCVLoader.initDebug()) {
  93. Log.e("OpenCV", "Unable to load OpenCV!");
  94. return;
  95. } else
  96. Log.d("OpenCV", "OpenCV loaded Successfully!");
  97. // Get Process Camera Provider and start
  98. final ListenableFuture<ProcessCameraProvider> cameraProviderFuture = ProcessCameraProvider.getInstance(context);
  99. cameraProviderFuture.addListener(() -> {
  100. try {
  101. cameraProvider = cameraProviderFuture.get();
  102. isDetecting = true;
  103. bindCameraProvider();
  104. } catch (ExecutionException | InterruptedException e) {}
  105. }, ContextCompat.getMainExecutor(context));
  106. // Disable Violation Calling for Setup Time
  107. startViolationTimer(START_DELAY);
  108. }
  109. /** Starts the Recorder */
  110. @SuppressLint("RestrictedApi")
  111. public void startRecording() {
  112. // Check States
  113. if (isRecording){
  114. return;
  115. }
  116. videoCapture = setupVideoCapture();
  117. final ListenableFuture<ProcessCameraProvider> cameraProviderFuture = ProcessCameraProvider.getInstance(context);
  118. cameraProviderFuture.addListener(() -> {
  119. try {
  120. cameraProvider = cameraProviderFuture.get();
  121. isRecording = true;
  122. bindCameraProvider();
  123. File vidFile = new File(context.getFilesDir() + "/" + generateFileName() + ".mp4");
  124. if (ActivityCompat.checkSelfPermission(context, Manifest.permission.RECORD_AUDIO) != PackageManager.PERMISSION_GRANTED) {
  125. return;
  126. }
  127. videoCapture.startRecording(
  128. new VideoCapture.OutputFileOptions.Builder(vidFile).build(),
  129. context.getMainExecutor(),
  130. new VideoCapture.OnVideoSavedCallback() {
  131. @Override
  132. public void onVideoSaved(@NonNull VideoCapture.OutputFileResults outputFileResults) {
  133. isRecording = false;
  134. Toast.makeText(context, "video recording saved", Toast.LENGTH_SHORT).show();
  135. }
  136. @Override
  137. public void onError(int videoCaptureError, @NonNull String message, @Nullable Throwable cause) {
  138. isRecording = false;
  139. Toast.makeText(context, "video recording failed", Toast.LENGTH_SHORT).show();
  140. }
  141. }
  142. );
  143. } catch (ExecutionException | InterruptedException ignored) {}
  144. }, ContextCompat.getMainExecutor(context));
  145. }
  146. /** Stops the Video Detection */
  147. @Override
  148. public void stopDetection() {
  149. if (!isDetecting || imageAnalysis == null)
  150. return;
  151. cameraProvider.unbind(imageAnalysis);
  152. isDetecting = false;
  153. allowReportViolation = false;
  154. }
  155. /** Stops the Recording */
  156. @SuppressLint("RestrictedApi")
  157. public void stopRecording(){
  158. if(!isRecording)
  159. return;
  160. videoCapture.stopRecording();
  161. cameraProvider.unbind(videoCapture);
  162. isRecording = false;
  163. }
  164. /** Bind Camera Provider */
  165. private void bindCameraProvider() {
  166. // Specify which Camera to use
  167. CameraSelector cameraSelector = new CameraSelector.Builder().requireLensFacing(CameraSelector.LENS_FACING_BACK).build();
  168. cameraProvider.unbindAll();
  169. cameraProvider.bindToLifecycle((LifecycleOwner) context, cameraSelector, imageAnalysis, videoCapture);
  170. }
  171. /** Setup Use Cases */
  172. private ImageAnalysis setupImageAnalysis() {
  173. // Configure and create Image Analysis
  174. ImageAnalysis.Builder builder = new ImageAnalysis.Builder();
  175. builder.setTargetResolution(IMAGE_RES);
  176. builder.setBackpressureStrategy(ImageAnalysis.STRATEGY_KEEP_ONLY_LATEST);
  177. builder.setOutputImageFormat(ImageAnalysis.OUTPUT_IMAGE_FORMAT_YUV_420_888);
  178. builder.setTargetRotation(Surface.ROTATION_90);
  179. ImageAnalysis imageAnalysis = builder.build();
  180. // Set Analyzer
  181. imageAnalysis.setAnalyzer(ContextCompat.getMainExecutor(context), imageProxy -> {
  182. if (imageProxy.getFormat() == ImageFormat.YUV_420_888) {
  183. Image image = imageProxy.getImage();
  184. assert image != null;
  185. // Violation Handling
  186. Mat processed = processImage(imageProxy);
  187. int n = OpenCVHelper.countNonZeroPixels(processed);
  188. int pixelCount = image.getWidth() * image.getHeight();
  189. float percentChanged = (float) n / pixelCount;
  190. // Violation Condition
  191. if (percentChanged * 100 > ALARM_THRESHOLD) {
  192. if (allowReportViolation)
  193. reportViolation("Video", percentChanged);
  194. }
  195. }
  196. imageProxy.close();
  197. });
  198. return imageAnalysis;
  199. }
  200. @SuppressLint("RestrictedApi")
  201. private VideoCapture setupVideoCapture() {
  202. int rotation = getDisplayRotation();
  203. return new VideoCapture.Builder()
  204. .setTargetRotation(rotation)
  205. .build();
  206. }
  207. /** Process Image to be used for Motion Detection */
  208. private Mat processImage(ImageProxy imageProxy){
  209. if (imageProxy == null)
  210. return null;
  211. // Image Transformation
  212. Mat imageMat = OpenCVHelper.extractYChannel(imageProxy);
  213. // Show Input Image
  214. if (inputImageView != null)
  215. OpenCVHelper.debugMat(imageMat, inputImageView);
  216. // Preprocess Image
  217. Mat preprocessed = imageMat;
  218. preprocessed = OpenCVHelper.addGaussianBlur(preprocessed, new Size(21, 21));
  219. preprocessed = OpenCVHelper.addBlur(preprocessed, new Size(3, 3));
  220. // Set Previous Image
  221. if (previousImage == null) {
  222. previousImage = preprocessed;
  223. return null;
  224. }
  225. // Process Image
  226. Mat processed = preprocessed.clone();
  227. processed = OpenCVHelper.thresholdPixels(processed, previousImage, 25);
  228. for(int i = 0; i < DILATE_ITERATIONS; i++)
  229. processed = OpenCVHelper.dilateBinaryMat(processed, new Size(3,3));
  230. processed = OpenCVHelper.thresholdContourArea(processed, AREA_THRESHOLD);
  231. // Output
  232. previousImage = preprocessed.clone();
  233. // Show Output Image
  234. if (outputImageView != null)
  235. OpenCVHelper.debugMat(processed, outputImageView);
  236. return processed;
  237. }
  238. /** Debug input and result of processing */
  239. public void debugProcessing(@NonNull ImageView inputImageView, @NonNull ImageView outputImageView){
  240. this.inputImageView = inputImageView;
  241. this.outputImageView = outputImageView;
  242. }
  243. /**
  244. private void setPreviewView(@NonNull PreviewView previewView) {
  245. // Create Preview
  246. if (this.preview != null)
  247. this.preview.setSurfaceProvider(previewView.getSurfaceProvider());
  248. }
  249. */
  250. /** Generate File Name */
  251. private String generateFileName(){
  252. // Get the current timestamp
  253. LocalDateTime currentTime = LocalDateTime.now();
  254. // Define the format for the timestamp
  255. DateTimeFormatter formatter = DateTimeFormatter.ofPattern("yyyyMMdd_HHmmss");
  256. // Return the timestamp as a string
  257. return currentTime.format(formatter);
  258. }
  259. /** Get current Display Rotation */
  260. private int getDisplayRotation() {
  261. WindowManager windowManager = (WindowManager) context.getSystemService(Context.WINDOW_SERVICE);
  262. Display display = windowManager.getDefaultDisplay();
  263. return display.getRotation();
  264. }
  265. /** Start delay until Violation Report is allowed */
  266. private void startViolationTimer(float setupTime) {
  267. new CountDownTimer((long) (START_DELAY), 100) {
  268. @Override
  269. public void onTick(long millisUntilFinished) {
  270. }
  271. @Override
  272. public void onFinish() {
  273. allowReportViolation = true;
  274. }
  275. }.start();
  276. }
  277. public void setOutputDir(File outputDir) {
  278. this.outputDir = outputDir;
  279. }
  280. }