푸쉬업 감지 구현

@@ -7,6 +7,7 @@ import androidx.core.app.ActivityCompat;
 import android.Manifest;
 import android.content.Context;
 import android.content.pm.PackageManager;
+import android.content.res.AssetFileDescriptor;
 import android.graphics.Bitmap;
 import android.graphics.Canvas;
 import android.graphics.Color;
@@ -25,9 +26,15 @@ import android.os.Bundle;
 import android.util.Log;
 import android.view.SurfaceHolder;
 import android.view.SurfaceView;
+import android.widget.TextView;
 import android.widget.Toast;
 
+import org.tensorflow.lite.Interpreter;
+
+import java.io.FileInputStream;
+import java.io.IOException;
 import java.nio.ByteBuffer;
+import java.nio.channels.FileChannel;
 import java.util.Arrays;
 
 public class ExerciseActivity extends AppCompatActivity implements SurfaceHolder.Callback, ImageReader.OnImageAvailableListener {
@@ -40,6 +47,10 @@ public class ExerciseActivity extends AppCompatActivity implements SurfaceHolder
     private Posenet posenet;
     private ImageReader imageReader;
     private byte[][] yuvBytes = new byte[3][];
+    private Interpreter interpreter;
+    private int count = 0;
+    private boolean up = true;
+    private TextView countView;
 
     @Override
     protected void onCreate(Bundle savedInstanceState) {
@@ -48,6 +59,18 @@ public class ExerciseActivity extends AppCompatActivity implements SurfaceHolder
 
         surfaceView = findViewById(R.id.surfaceView);
         surfaceView.getHolder().addCallback(this);
+
+        countView = findViewById(R.id.count);
+
+        try {
+            AssetFileDescriptor fileDescriptor = getAssets().openFd("pushup.tflite");
+            FileInputStream is = new FileInputStream(fileDescriptor.getFileDescriptor());
+            interpreter = new Interpreter(is.getChannel().map(FileChannel.MapMode.READ_ONLY, fileDescriptor.getStartOffset(), fileDescriptor.getDeclaredLength()));
+        } catch (IOException e) {
+            e.printStackTrace();
+        }
+
+
     }
 
     @Override
@@ -249,14 +272,34 @@ public class ExerciseActivity extends AppCompatActivity implements SurfaceHolder
         // 이미지 그리기
         canvas.drawBitmap(croppedBitmap, new Rect(0, 0, croppedBitmap.getWidth(), croppedBitmap.getHeight()), new Rect(0, 0, canvas.getWidth(), canvas.getWidth()), paint);
 
+        float[][][] keyMap = new float[1][257][257];
+        float[][] result = new float[1][2];
         // Key points 그리기
         paint.setColor(Color.RED);
-        for(KeyPoint keyPoint : person.getKeyPoints()) {
+        for(int i = 0; i < person.getKeyPoints().size(); i++) {
+            KeyPoint keyPoint = person.getKeyPoints().get(i);
             if(keyPoint.getScore() < 0.7)
                 continue;
 
             canvas.drawCircle((float) keyPoint.getPosition().getX() / scaledBitmap.getWidth() * canvas.getWidth(), (float) keyPoint.getPosition().getY() / scaledBitmap.getWidth() * canvas.getWidth(), 5, paint);
+            if(keyPoint.getPosition().getX() >= 0 && keyPoint.getPosition().getX() < 257 && keyPoint.getPosition().getY() >= 0 && keyPoint.getPosition().getY() < 257)
+                keyMap[0][keyPoint.getPosition().getY()][keyPoint.getPosition().getX()] = i + 1;
+        }
+
+        interpreter.run(keyMap, result);
+        if(Math.max(result[0][0], result[0][1]) >= 0.7)
+            Log.d("Result", String.format("Up: %.4f, Down: %.4f, Count: %d", result[0][0], result[0][1], count));
+
+        if(result[0][0] >= 0.7) {
+            if(!up) {
+                count++;
+                countView.setText("Count: " + count);
+            }
+
+            up = true;
         }
+        else if(result[0][1] >= 0.7)
+            up = false;
 
         surfaceView.getHolder().unlockCanvasAndPost(canvas);
     }

 <?xml version="1.0" encoding="utf-8"?>
-<androidx.constraintlayout.widget.ConstraintLayout xmlns:android="http://schemas.android.com/apk/res/android"
+<FrameLayout xmlns:android="http://schemas.android.com/apk/res/android"
     xmlns:app="http://schemas.android.com/apk/res-auto"
     xmlns:tools="http://schemas.android.com/tools"
     android:layout_width="match_parent"
@@ -9,10 +9,15 @@
 
     <SurfaceView
         android:id="@+id/surfaceView"
-        android:layout_width="0dp"
-        android:layout_height="0dp"
-        app:layout_constraintBottom_toBottomOf="parent"
-        app:layout_constraintEnd_toEndOf="parent"
-        app:layout_constraintStart_toStartOf="parent"
-        app:layout_constraintTop_toTopOf="parent" />
-</androidx.constraintlayout.widget.ConstraintLayout>
\ No newline at end of file
+        android:layout_width="match_parent"
+        android:layout_height="match_parent" />
+
+    <TextView
+        android:id="@+id/count"
+        android:layout_width="wrap_content"
+        android:layout_height="wrap_content"
+        android:text="Count: 0"
+        android:textColor="#FF0000"
+        android:textSize="18sp" />
+
+</FrameLayout>
\ No newline at end of file

+*.tflite
+.ipynb_checkpoints
\ No newline at end of file

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