Ma Suhyeon

푸쉬업 감지 구현

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...@@ -7,6 +7,7 @@ import androidx.core.app.ActivityCompat; ...@@ -7,6 +7,7 @@ import androidx.core.app.ActivityCompat;
7 import android.Manifest; 7 import android.Manifest;
8 import android.content.Context; 8 import android.content.Context;
9 import android.content.pm.PackageManager; 9 import android.content.pm.PackageManager;
10 +import android.content.res.AssetFileDescriptor;
10 import android.graphics.Bitmap; 11 import android.graphics.Bitmap;
11 import android.graphics.Canvas; 12 import android.graphics.Canvas;
12 import android.graphics.Color; 13 import android.graphics.Color;
...@@ -25,9 +26,15 @@ import android.os.Bundle; ...@@ -25,9 +26,15 @@ import android.os.Bundle;
25 import android.util.Log; 26 import android.util.Log;
26 import android.view.SurfaceHolder; 27 import android.view.SurfaceHolder;
27 import android.view.SurfaceView; 28 import android.view.SurfaceView;
29 +import android.widget.TextView;
28 import android.widget.Toast; 30 import android.widget.Toast;
29 31
32 +import org.tensorflow.lite.Interpreter;
33 +
34 +import java.io.FileInputStream;
35 +import java.io.IOException;
30 import java.nio.ByteBuffer; 36 import java.nio.ByteBuffer;
37 +import java.nio.channels.FileChannel;
31 import java.util.Arrays; 38 import java.util.Arrays;
32 39
33 public class ExerciseActivity extends AppCompatActivity implements SurfaceHolder.Callback, ImageReader.OnImageAvailableListener { 40 public class ExerciseActivity extends AppCompatActivity implements SurfaceHolder.Callback, ImageReader.OnImageAvailableListener {
...@@ -40,6 +47,10 @@ public class ExerciseActivity extends AppCompatActivity implements SurfaceHolder ...@@ -40,6 +47,10 @@ public class ExerciseActivity extends AppCompatActivity implements SurfaceHolder
40 private Posenet posenet; 47 private Posenet posenet;
41 private ImageReader imageReader; 48 private ImageReader imageReader;
42 private byte[][] yuvBytes = new byte[3][]; 49 private byte[][] yuvBytes = new byte[3][];
50 + private Interpreter interpreter;
51 + private int count = 0;
52 + private boolean up = true;
53 + private TextView countView;
43 54
44 @Override 55 @Override
45 protected void onCreate(Bundle savedInstanceState) { 56 protected void onCreate(Bundle savedInstanceState) {
...@@ -48,6 +59,18 @@ public class ExerciseActivity extends AppCompatActivity implements SurfaceHolder ...@@ -48,6 +59,18 @@ public class ExerciseActivity extends AppCompatActivity implements SurfaceHolder
48 59
49 surfaceView = findViewById(R.id.surfaceView); 60 surfaceView = findViewById(R.id.surfaceView);
50 surfaceView.getHolder().addCallback(this); 61 surfaceView.getHolder().addCallback(this);
62 +
63 + countView = findViewById(R.id.count);
64 +
65 + try {
66 + AssetFileDescriptor fileDescriptor = getAssets().openFd("pushup.tflite");
67 + FileInputStream is = new FileInputStream(fileDescriptor.getFileDescriptor());
68 + interpreter = new Interpreter(is.getChannel().map(FileChannel.MapMode.READ_ONLY, fileDescriptor.getStartOffset(), fileDescriptor.getDeclaredLength()));
69 + } catch (IOException e) {
70 + e.printStackTrace();
71 + }
72 +
73 +
51 } 74 }
52 75
53 @Override 76 @Override
...@@ -249,14 +272,34 @@ public class ExerciseActivity extends AppCompatActivity implements SurfaceHolder ...@@ -249,14 +272,34 @@ public class ExerciseActivity extends AppCompatActivity implements SurfaceHolder
249 // 이미지 그리기 272 // 이미지 그리기
250 canvas.drawBitmap(croppedBitmap, new Rect(0, 0, croppedBitmap.getWidth(), croppedBitmap.getHeight()), new Rect(0, 0, canvas.getWidth(), canvas.getWidth()), paint); 273 canvas.drawBitmap(croppedBitmap, new Rect(0, 0, croppedBitmap.getWidth(), croppedBitmap.getHeight()), new Rect(0, 0, canvas.getWidth(), canvas.getWidth()), paint);
251 274
275 + float[][][] keyMap = new float[1][257][257];
276 + float[][] result = new float[1][2];
252 // Key points 그리기 277 // Key points 그리기
253 paint.setColor(Color.RED); 278 paint.setColor(Color.RED);
254 - for(KeyPoint keyPoint : person.getKeyPoints()) { 279 + for(int i = 0; i < person.getKeyPoints().size(); i++) {
280 + KeyPoint keyPoint = person.getKeyPoints().get(i);
255 if(keyPoint.getScore() < 0.7) 281 if(keyPoint.getScore() < 0.7)
256 continue; 282 continue;
257 283
258 canvas.drawCircle((float) keyPoint.getPosition().getX() / scaledBitmap.getWidth() * canvas.getWidth(), (float) keyPoint.getPosition().getY() / scaledBitmap.getWidth() * canvas.getWidth(), 5, paint); 284 canvas.drawCircle((float) keyPoint.getPosition().getX() / scaledBitmap.getWidth() * canvas.getWidth(), (float) keyPoint.getPosition().getY() / scaledBitmap.getWidth() * canvas.getWidth(), 5, paint);
285 + if(keyPoint.getPosition().getX() >= 0 && keyPoint.getPosition().getX() < 257 && keyPoint.getPosition().getY() >= 0 && keyPoint.getPosition().getY() < 257)
286 + keyMap[0][keyPoint.getPosition().getY()][keyPoint.getPosition().getX()] = i + 1;
287 + }
288 +
289 + interpreter.run(keyMap, result);
290 + if(Math.max(result[0][0], result[0][1]) >= 0.7)
291 + Log.d("Result", String.format("Up: %.4f, Down: %.4f, Count: %d", result[0][0], result[0][1], count));
292 +
293 + if(result[0][0] >= 0.7) {
294 + if(!up) {
295 + count++;
296 + countView.setText("Count: " + count);
297 + }
298 +
299 + up = true;
259 } 300 }
301 + else if(result[0][1] >= 0.7)
302 + up = false;
260 303
261 surfaceView.getHolder().unlockCanvasAndPost(canvas); 304 surfaceView.getHolder().unlockCanvasAndPost(canvas);
262 } 305 }
......
1 <?xml version="1.0" encoding="utf-8"?> 1 <?xml version="1.0" encoding="utf-8"?>
2 -<androidx.constraintlayout.widget.ConstraintLayout xmlns:android="http://schemas.android.com/apk/res/android" 2 +<FrameLayout xmlns:android="http://schemas.android.com/apk/res/android"
3 xmlns:app="http://schemas.android.com/apk/res-auto" 3 xmlns:app="http://schemas.android.com/apk/res-auto"
4 xmlns:tools="http://schemas.android.com/tools" 4 xmlns:tools="http://schemas.android.com/tools"
5 android:layout_width="match_parent" 5 android:layout_width="match_parent"
...@@ -9,10 +9,15 @@ ...@@ -9,10 +9,15 @@
9 9
10 <SurfaceView 10 <SurfaceView
11 android:id="@+id/surfaceView" 11 android:id="@+id/surfaceView"
12 - android:layout_width="0dp"
13 - android:layout_height="0dp"
14 - app:layout_constraintBottom_toBottomOf="parent"
15 - app:layout_constraintEnd_toEndOf="parent"
16 - app:layout_constraintStart_toStartOf="parent"
17 - app:layout_constraintTop_toTopOf="parent" />
18 -</androidx.constraintlayout.widget.ConstraintLayout>
...\ No newline at end of file ...\ No newline at end of file
12 + android:layout_width="match_parent"
13 + android:layout_height="match_parent" />
14 +
15 + <TextView
16 + android:id="@+id/count"
17 + android:layout_width="wrap_content"
18 + android:layout_height="wrap_content"
19 + android:text="Count: 0"
20 + android:textColor="#FF0000"
21 + android:textSize="18sp" />
22 +
23 +</FrameLayout>
...\ No newline at end of file ...\ No newline at end of file
......
1 +*.tflite
2 +.ipynb_checkpoints
...\ No newline at end of file ...\ No newline at end of file
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17 +0.785167,0.487631,3.546114
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