【Android】使用OpenCV提取人體膚色區域
阿新 • • 發佈:2019-01-28
手勢動態識別(基於opencv的簡單實現)
http://blog.csdn.net/anqing715/article/details/17653709
基於OpenCV的實時手勢識別演算法研究_許豔旭
http://wenku.baidu.com/view/c7a2c97e998fcc22bdd10d11.html
基於OpenCV動態手勢識別的實現
http://wenku.baidu.com/view/e0c708efad51f01dc281f1dd.html
MainActivity.java
package com.duanjiwei.takephoto; import android.app.Activity; import android.content.Intent; import android.graphics.Bitmap; import android.graphics.BitmapFactory; import android.net.Uri; import android.os.Environment; import android.provider.MediaStore; import android.support.v7.app.AppCompatActivity; import android.os.Bundle; import android.util.Log; import android.view.View; import android.widget.Button; import android.widget.ImageView; import org.opencv.android.BaseLoaderCallback; import org.opencv.android.LoaderCallbackInterface; import org.opencv.android.OpenCVLoader; import org.opencv.android.Utils; import org.opencv.core.Core; import org.opencv.core.CvType; import org.opencv.core.Mat; import org.opencv.core.MatOfPoint; import org.opencv.core.Point; import org.opencv.core.Scalar; import org.opencv.core.Size; import org.opencv.imgproc.Imgproc; import java.io.File; import java.io.FileNotFoundException; import java.io.IOException; import java.util.ArrayList; import java.util.List; import java.util.Random; //public class MainActivity extends AppCompatActivity { public class MainActivity extends Activity { public static final int TAKE_PHOTO = 1; //public static final int CROP_PHOTO = 2; private Button takephoto; private ImageView picture; private Uri imageUri; Mat imageMat; private static final String TAG = "OCVSample::Activity"; private BaseLoaderCallback mLoaderCallback = new BaseLoaderCallback(this) { @Override public void onManagerConnected(int status) { switch (status) { case LoaderCallbackInterface.SUCCESS: { Log.i(TAG, "OpenCV loaded successfully"); imageMat=new Mat(); } break; default: { super.onManagerConnected(status); } break; } } }; @Override public void onResume() { super.onResume(); if (!OpenCVLoader.initDebug()) { Log.d("OpenCV", "Internal OpenCV library not found. Using OpenCV Manager for initialization"); OpenCVLoader.initAsync(OpenCVLoader.OPENCV_VERSION_2_4_10, this, mLoaderCallback); } else { Log.d("OpenCV", "OpenCV library found inside package. Using it!"); mLoaderCallback.onManagerConnected(LoaderCallbackInterface.SUCCESS); } } @Override protected void onCreate(Bundle savedInstanceState) { super.onCreate(savedInstanceState); setContentView(R.layout.activity_main); takephoto = (Button)findViewById(R.id.take_photo); picture = (ImageView)findViewById(R.id.picture); takephoto.setOnClickListener(new View.OnClickListener() { @Override public void onClick(View v) { File outputImage = new File(Environment.getExternalStorageDirectory(), "output_image.jpg"); try { if (outputImage.exists()) { outputImage.delete(); } outputImage.createNewFile(); }catch (IOException e){ e.printStackTrace(); } imageUri = Uri.fromFile(outputImage); Intent intent = new Intent("android.media.action.IMAGE_CAPTURE"); intent.putExtra(MediaStore.EXTRA_OUTPUT, imageUri); startActivityForResult(intent, TAKE_PHOTO); } }); } @Override protected void onActivityResult(int requestCode, int resultCode, Intent data){ switch (requestCode){ case TAKE_PHOTO: //if (resultCode == RESULT_OK){ //Intent intent = new Intent("com.android.camera.action.CROP"); //intent.setDataAndType(imageUri, "image/*"); // intent.putExtra("scale", true); //intent.putExtra(MediaStore.EXTRA_OUTPUT,imageUri); //startActivityForResult(intent, CROP_PHOTO); //} //break; //case CROP_PHOTO: if (resultCode == RESULT_OK){ try{ //獲取原圖 Bitmap bitmap = BitmapFactory.decodeStream(getContentResolver().openInputStream(imageUri)); picture.setImageBitmap(bitmap); //影象處理 Mat mat_src = new Mat(bitmap.getHeight(), bitmap.getWidth(), CvType.CV_8UC4); Utils.bitmapToMat(bitmap, mat_src); Mat mat_gray = new Mat(mat_src.cols(), mat_src.rows(), CvType.CV_8UC1); Imgproc.cvtColor(mat_src, mat_gray, Imgproc.COLOR_BGRA2GRAY, 1); //------------------------------------------------------------------- Mat frame = new Mat(bitmap.getHeight(), bitmap.getWidth(), CvType.CV_8UC4); mat_src.copyTo(frame); Mat frameHSV = new Mat(mat_src.cols(), mat_src.rows(), CvType.CV_8UC3);; // hsv空間 Mat mask = new Mat(mat_src.cols(), mat_src.rows(), CvType.CV_8UC1); Mat dst = new Mat(mat_src.cols(), mat_src.rows(), CvType.CV_8UC3); // 輸出影象 //dst.copyTo(frame); // 中值濾波,去除椒鹽噪聲 Imgproc.medianBlur(frame, frame, 5); Imgproc.cvtColor(frame, frameHSV, Imgproc.COLOR_RGB2HSV, 3); Mat dstTemp1 = new Mat(mat_src.cols(), mat_src.rows(), CvType.CV_8UC1); Mat dstTemp2 = new Mat(mat_src.cols(), mat_src.rows(), CvType.CV_8UC1); // 對HSV空間進行量化,得到二值影象,亮的部分為手的形狀 Core.inRange(frameHSV, new Scalar(0, 30, 30), new Scalar(40, 170, 256), dstTemp1); Core.inRange(frameHSV, new Scalar(156, 30, 30), new Scalar(180, 170, 256), dstTemp2); Core.bitwise_or(dstTemp1, dstTemp2, mask); // 形態學操作,去除噪聲,並使手的邊界更加清晰 Mat element = Imgproc.getStructuringElement(Imgproc.MORPH_RECT, new Size(3, 3)); Imgproc.erode(mask, mask, element); Imgproc.morphologyEx(mask, mask, Imgproc.MORPH_OPEN, element); Imgproc.dilate(mask, mask, element); Imgproc.morphologyEx(mask, mask, Imgproc.MORPH_CLOSE, element); frame.copyTo(dst, mask); // List<MatOfPoint> contourList = new ArrayList<MatOfPoint>(); // Mat hierarchy = new Mat(); // // // 得到手的輪廓 // Imgproc.findContours(mask, contourList, hierarchy, Imgproc.RETR_EXTERNAL, Imgproc.CHAIN_APPROX_SIMPLE); // // Random r = new Random(); // int nContoursNum = contourList.size(); // for (int i = 0; i < nContoursNum; i++) // { // Imgproc.drawContours(dst, contourList, i, new Scalar(r.nextInt(255), r.nextInt(255), r.nextInt(255)), -1); // } //------------------------------------------------------------------- //影象顯示 Bitmap bmp_gray = Bitmap.createBitmap(mat_gray.cols(), mat_gray.rows(), Bitmap.Config.ARGB_8888 ); Utils.matToBitmap(dst, bmp_gray); picture.setImageBitmap(bmp_gray); }catch (FileNotFoundException e){ e.printStackTrace(); } } break; default: break; } } }
activity_main.xml
<?xml version="1.0" encoding="utf-8"?> <RelativeLayout xmlns:android="http://schemas.android.com/apk/res/android" xmlns:tools="http://schemas.android.com/tools" android:layout_width="match_parent" android:layout_height="match_parent" android:paddingBottom="@dimen/activity_vertical_margin" android:paddingLeft="@dimen/activity_horizontal_margin" android:paddingRight="@dimen/activity_horizontal_margin" android:paddingTop="@dimen/activity_vertical_margin" tools:context="com.duanjiwei.takephoto.MainActivity"> <Button android:id = "@+id/take_photo" android:layout_width="wrap_content" android:layout_height="wrap_content" android:text = "take photo" android:layout_alignParentTop="true" android:layout_alignParentLeft="true" android:layout_alignParentStart="true" /> <ImageView android:id = "@+id/picture" android:layout_width="wrap_content" android:layout_height="wrap_content" android:layout_gravity = "center_horizontal"/> </RelativeLayout>