2020-1-capstone-design1 / LSR_Project1

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Ma Suhyeon
83955a03 1 parent 2c26595e

푸쉬업 감지 구현

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......@@ -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
......
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\ No newline at end of file
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