大佬教程收集整理的这篇文章主要介绍了Android图片识别应用详解,大佬教程大佬觉得挺不错的,现在分享给大家,也给大家做个参考。
最近由于参加一个小小的创意比赛,用安卓做了一个小小的图片识别应用,主要是通过拍照识别图片中的菜品,还有对象位置查找的东西。之前没有做过安卓,都是拼拼凑凑多篇博客完成的,我也把这个项目的一些过程分享一下。先把功能贴一下,其实就是点击拍照,将照片保存在本地,然后识别出图中的菜品,然后用红色方框圈出来,并显示菜品种类。采用最新的Camera2的API,的确是比Camera好用。
1、界面
我采用了一个SurfaceView用来显示摄像头的预览画面,重写了一个SurfaceView来进行红色方框还有菜品名字的绘制。图片是一个ImageVIew,相当于拍照按钮的功能。
<?xml version="1.0" encoding="utf-8"?> <RelativeLayout xmlns:android="http://scheR_182_11845@as.android.com/apk/res/android" xmlns:tools="http://scheR_182_11845@as.android.com/tools" android:layout_width="match_parent" android:layout_height="match_parent" tools:context="com.hd.hd.MainActivity"> <SurfaceView android:layout_width="match_parent" android:layout_height="match_parent" android:id="@+id/surfaceView" android:layout_centerHorizontal="true" android:layout_centerVertical="true"/> <com.hd.hd.SVDraw android:layout_width="match_parent" android:layout_height="match_parent" android:id="@+id/mySurfaceView" android:layout_centerHorizontal="true" android:layout_centerVertical="true"/> <LinearLayout android:layout_width="wrap_content" android:layout_height="wrap_content" android:orientation="horizontal" android:layout_alignParentBottom="true" > <ImageView android:id="@+id/btngal" android:layout_width="wrap_content" android:layout_height="wrap_content" android:gravity="center_horizontal" android:layout_alignParentBottom="true" android:src="@drawable/s_8" android:layout_alignParentLeft="true" /> <TextView android:id="@+id/textview" android:layout_width="wrap_content" android:layout_height="wrap_content" android:layout_gravity="center" android:textColor="@color/white" android:textSize="20dp" android:layout_toRightOf="@id/btngal" android:layout_alignParentTop="true" /> </LinearLayout> </RelativeLayout>
SVDraw,,继承SurfaceView,用于绘制红色方框
package com.hd.hd; import android.content.Context; import android.graphics.Canvas; import android.graphics.Color; import android.graphics.Paint; import android.graphics.PixelFormat; import android.graphics.PorterDuff; import android.util.AttributeSet; import android.view.SurfaceHolder; import android.view.SurfaceView; import java.util.List; /*定义一个画矩形框的类*/ public class SVDraw extends SurfaceView implements SurfaceHolder.CallBACk{ protected SurfaceHolder sh; privatE int mWidth; privatE int mHeight; public SVDraw(Context context,AttributeSet attrs) { super(context,attrs); // TODO Auto-generated constructor stub sh = getHolder(); sh.addCallBACk(this); sh.setFormat(PixelFormat.TRANSPARENT); setZOrderOnTop(true); } public void surfaceChanged(SurfaceHolder arg0,int arg1,int w,int h) { // TODO Auto-generated method stub } public void surfaceCreated(SurfaceHolder sh) { // TODO Auto-generated method stub mWidth = this.getWidth(); mHeight = this.getHeight(); } public void surfaceDestroyed(SurfaceHolder arg0) { // TODO Auto-generated method stub } void clearDraw() { Canvas canvas = sh.lockCanvas(); canvas.drawColor(Color.TRANSPARENT,PorterDuff.Mode.CLEAR); sh.unlockCanvasAndPost(canvas); } public void drawLine(List<String> keys,List<String> values) { Canvas canvas = sh.lockCanvas(); canvas.drawColor(Color.TRANSPARENT); Paint p = new Paint(); p.setAntiAlias(true); p.setColor(Color.RED); p.setstrokeWidth(6); p.setStyle(Paint.Style.stroke);//设置空心 p.setTextSize(160); Paint p1 = new Paint(); p1.setColor(Color.WHITE); p1.setTextSize(80); for(int i = 0;i < keys.size();i++){ String v = values.get(i); v = v.@R_450_9363@ce("[",""); v = v.@R_450_9363@ce("]",""); String[] value = v.split(","); canvas.drawRect(mWidth - Integer.parseInt(value[3]),Integer.parseInt(value[0]),mHeight - Integer.parseInt(value[1]),Integer.parseInt(value[2]),p);// 正方形 canvas.drawText(keys.get(i),mWidth - Integer.parseInt(value[3]),Integer.parseInt(value[0])-5,p1); } sh.unlockCanvasAndPost(canvas); } }
2、上传图片到服务器,我没有采用JSon的格式,而是直接将图片文件转化为字节数组,发送给服务器。使用一个异步任务,完成后,直接在onPostExcute()方法里绘制。
package com.hd.hd; import android.os.AsyncTask; import android.util.Log; import android.widget.TextView; import org.json.JSONException; import org.json.JSONObject; import java.io.DataOutputStream; import java.io.File; import java.io.FileInputStream; import java.io.IOException; import java.io.InputStream; import java.net.httpURLConnection; import java.net.MalformedURLException; import java.net.URL; import java.util.ArrayList; import java.util.Iterator; import java.util.List; import java.util.UUID; /** * Created by asus on 2017/8/13. */ public class myTask extends AsyncTask<String,Integer,String> { private static String TAG = "MainActivity"; private File file; //需要发送的图片 private String result_content; //服务器返回的结果 private SVDraw surfaceView; //需要绘制的surfaceview private TextView tv; //显示文字 private static final int TIME_OUT = 10 * 1000; // 超时时间 private static final String CHARSET = "utf-8"; // 设置编码 public myTask(File f,SVDraw s,TextView tv){ this.file = f; this.surfaceView = s; this.tv = tv; } @Override protected void onPreExecute() { } //doInBACkground方法内部执行后台任务,不可在此方法内修改UI @Override protected String doInBACkground(String... params) { //调用文件上传方法 result_content = uploadFile(file,"http://13.76.211.62/"); return null; } //onProgressupdate方法用于更新进度信息 @Override protected void onProgressupdate(Integer... progresses) { } //onPostExecute方法用于在执行完后台任务后更新UI,显示结果 @Override protected void onPostExecute(String result) { //由于返回的是一个python的字典形式的字符串,用json来解析 JSONObject obj = null; List<String> keys = new ArrayList<String>(); List<String> values = new ArrayList<String>(); try { obj = new JSONObject(result_content); //json对象的Key的迭代器,用来遍历json Iterator it = obj.keys(); while (it.hasNext()) { String key = (String) it.next(); String value = obj.getString(key); keys.add(key); values.add(value); } } catch (JSONException E) { e.printStackTrace(); } //绘制图形 surfaceView.clearDraw(); surfaceView.drawLine(keys,values); tv.setText("搭配很赞哦"); } //onCancelled方法用于在取消执行中的任务时更改UI @Override protected void onCancelled() { } /** * 上传图片文件到服务器 * @param file * @param requestuRL * @return */ public static String uploadFile(File file,String requestuRL) { String result = null; String BOUNDARY = UUID.randomUUID().toString(); // 边界标识 @L_489_43@生成 String PREFIX = "--",LINE_END = "\r\n"; String CONTENT_TYPE = "multipart/form-data"; // 内容类型 try { //创建URL连接,指明连接地址 URL url = new URL(requestuRL); httpURLConnection conn = (httpURLConnection) url.openConnection(); //设置http请求的属性为POST conn.setReadTimeout(TIME_OUT); conn.setConnectTimeout(TIME_OUT); conn.setDoInput(true); // 允许输入流 conn.setDoOutput(true); // 允许输出流 conn.setUseCaches(false); // 不允许使用缓存 conn.setrequestMethod("POST"); // 请求方式 conn.setrequestProperty("Charset",CHARSET); // 设置编码 conn.setrequestProperty("connection","keep-alive"); conn.setrequestProperty("Content-Type",CONTENT_TYPE + ";boundary=" + BOUNDARY); if (file != null) { /** * 当文件不为空,把文件包装并且上传 */ Log.i(tag,"upload"); DataOutputStream dos = new DataOutputStream(conn.getOutputStream()); Log.e(tag,"not null"); /** * 这里重点注意: name里面的值为服务端需要key 只有这个key 才可以得到对应的文件 * filename是文件的名字,包含后缀名的 比如:abc.png */ InputStream is = new FileInputStream(filE); byte[] bytes = new byte[1024]; int len; while ((len = is.read(bytes)) != -1) { dos.write(bytes,len); } is.close(); dos.flush(); Log.e(tag,"sent"); /** * 获取响应码 200=成功 当响应成功,获取响应的流 */ int res = conn.getResponseCode(); Log.e(tag,"response code:" + res); Log.e(tag,"request success"); InputStream input = conn.geTinputStream(); StringBuffer sb1 = new StringBuffer(); int ss; while ((ss = input.read()) != -1) { sb1.append((char) ss); } result = sb1.toString(); Log.e(tag,"result : " + result); } } catch (MalformedURLException E) { e.printStackTrace(); } catch (IOException E) { e.printStackTrace(); } return result; } }
3、初始化界面、照相机,使得照相机能够实时预览,并实现拍照功能
package com.hd.hd; import android.Manifest; import android.content.Context; import android.content.pm.PackageManager; import android.graphics.bitmap; import android.graphics.bitmapFactory; import android.graphics.ImageFormat; import android.hardware.camera2.CameraAccessException; import android.hardware.camera2.CameraCaptureSession; import android.hardware.camera2.Cameracharacteristics; import android.hardware.camera2.CameraDevice; import android.hardware.camera2.CameraManager; import android.hardware.camera2.Capturerequest; import android.hardware.camera2.CaptureResult; import android.hardware.camera2.@R_751_10586@lCaptureResult; import android.media.Image; import android.media.ImageReader; import android.os.build; import android.os.bundle; import android.os.Environment; import android.os.Handler; import android.os.HandlerThread; import android.support.Annotation.NonNull; import android.support.Annotation.requiresApi; import android.support.v4.app.ActivityCompat; import android.support.v7.app.AppCompatActivity; import android.util.Log; import android.util.SparseIntArray; import android.view.Surface; import android.view.SurfaceHolder; import android.view.SurfaceView; import android.view.View; import android.widget.ImageView; import android.widget.TextView; import android.widget.Toast; import java.io.File; import java.io.FileNotFoundException; import java.io.FiLeoutputStream; import java.io.IOException; import java.nio.byteBuffer; import java.util.Arrays; public class MainActivity extends AppCompatActivity{ private static final SparseIntArray ORIENTATIONS = new SparseIntArray(); private String TAG = "MainActivity"; ///为了使照片竖直显示 static { ORIENTATIONs.append(Surface.ROTATION_0,90); ORIENTATIONs.append(Surface.ROTATION_90,0); ORIENTATIONs.append(Surface.ROTATION_180,270); ORIENTATIONs.append(Surface.ROTATION_270,180); } private SurfaceView mSurfaceView; private SurfaceHolder mSurfaceHolder; private CameraManager mCameraManager;//摄像头管理器 private Handler childHandler,mainHandler; private String mCameraID;//摄像头Id 0 为后 1 为前 private ImageReader mImageReader; private CameraCaptureSession mCameraCaptureSession; private CameraDevice mCameraDevice; private SVDraw hSurfaceView; private myTask myTask; private Capturerequest.builder capturerequestBuilder; private TextView tv; private final int DRAW_ORDER = 10; private Handler myHandler; private ImageView imageView; private String dir = Environment.getExternalStorageDirectory().getAbsolutePath() + "/Healthy_d/"; @Override protected void onCreate(Bundle savedInstanceStatE) { super.onCreate(savedInstanceStatE); setContentView(R.layout.activity_main); //此步骤非常重要,安卓不用自动帮你创建文件夹来保存拍照的照片 File dirFirstFolder = new File(dir);//方法二:通过变量文件来获取需要创建的文件夹名字 if(!dirFirstFolder.exists()) { //如果该文件夹不存在,则进行创建 dirFirstFolder.mkdirs();//创建文件夹 } //Android 6后有些敏感的权限不能随意分配,必须向用户发送请求赋予 //这里请求用户赋予拍照,读写内存卡,连接网络的权限,其实只有拍照权限需要向用户请求,但是有备无患吧 if (ActivityCompat.checkSelfPermission(MainActivity.this,Manifest.permission.WRITE_EXTERNAL_STORAGE) != PackageManager.PERMISSION_GRANTED) { Log.e(tag,ActivityCompat.checkSelfPermission(MainActivity.this,Manifest.permission.WRITE_EXTERNAL_STORAGE)+""); ActivityCompat.requestPermissions(MainActivity.this,new String[]{Manifest.permission.WRITE_EXTERNAL_STORAGE},43); } if (ActivityCompat.checkSelfPermission(MainActivity.this,Manifest.permission.READ_EXTERNAL_STORAGE) != PackageManager.PERMISSION_GRANTED) { ActivityCompat.requestPermissions(MainActivity.this,new String[]{Manifest.permission.READ_EXTERNAL_STORAGE},44); } if (ActivityCompat.checkSelfPermission(MainActivity.this,Manifest.permission.INTERNET) != PackageManager.PERMISSION_GRANTED) { ActivityCompat.requestPermissions(MainActivity.this,new String[]{Manifest.permission.INTERNET},45); } initVIew(); } /** * 初始化视图 */ private void initVIew() { HandlerThread handlerThread = new HandlerThread("Camera2"); handlerThread.start(); childHandler = new Handler(handlerThread.getLooper()); //mSurfaceView mSurfaceView = (SurfaceView) findViewById(R.id.surfaceView); hSurfaceView = (SVDraw) findViewById(R.id.mySurfaceView); imageView = (ImageView) findViewById(R.id.btngal); tv = (TextView)findViewById(R.id.textview); //设置ImageView监听器,点击图片,拍照 imageView.setOnClickListener(new View.onClickListener() { @Override public void onClick(View v) { Toast.makeText(MainActivity.this,"正在识别,请稍等",Toast.LENGTH_LONG).show(); if (mCameraDevice == null) return; // 创建拍照需要的Capturerequest.builder try { capturerequestBuilder = mCameraDevice.createCapturerequest(CameraDevice.TEMPLATE_STILL_CAPTURE); // 将imageReader的surface作为Capturerequest.builder的目标 capturerequestBuilder.addTarget(mImageReader.getSurface()); // 自动对焦 capturerequestBuilder.set(Capturerequest.CONTROL_AF_MODE,Capturerequest.CONTROL_AF_MODE_CONTinUOUS_PICTURE); // 自动曝光 capturerequestBuilder.set(Capturerequest.CONTROL_AE_MODE,Capturerequest.CONTROL_AE_MODE_ON_AUTO_FLASH); // 获取手机方向 int rotation = getWindowManager().getDefaultDisplay().getRotation(); // 根据设备方向计算设置照片的方向 capturerequestBuilder.set(Capturerequest.JPEG_ORIENTATION,ORIENTATIONs.get(rotation)); //拍照 Capturerequest mCapturerequest = capturerequestBuilder.build(); mCameraCaptureSession.capture(mCapturerequest,mSessionCaptureCallBACk,childHandler); } catch (CameraAccessException E) { e.printStackTrace(); } } }); mSurfaceHolder = mSurfaceView.getHolder(); mSurfaceHolder.setKeepScreenOn(true); // mSurfaceView添加回调 mSurfaceHolder.addCallBACk(new SurfaceHolder.CallBACk() { @Override public void surfaceCreated(SurfaceHolder holder) { //SurfaceView创建 // 初始化Camera initCamera2(); } @Override public void surfaceChanged(SurfaceHolder holder,int format,int width,int height) { } @Override public void surfaceDestroyed(SurfaceHolder holder) { //SurfaceView销毁 // 释放Camera资源 if (null != mCameraDevicE) { mCameraDevice.close(); mCameraDevice = null; } } }); } //拍照时,可以对照片进行操作,这里可以不写,因为我没对其进行操作 private CameraCaptureSession.CaptureCallBACk mSessionCaptureCallBACk = new CameraCaptureSession.CaptureCallBACk() { @Override public void onCaptureCompleted(CameraCaptureSession session,Capturerequest request,@R_751_10586@lCaptureResult result) {} @Override public void onCaptureProgressed(CameraCaptureSession session,CaptureResult partialResult){}}; /** * 初始化Camera2 */ @requiresApi(api = Build.VERSION_CODEs.LOLLIPOp) private void initCamera2() { HandlerThread handlerThread = new HandlerThread("Camera2"); handlerThread.start(); childHandler = new Handler(handlerThread.getLooper()); mainHandler = new Handler(getMainLooper()); mCameraID = "" + Cameracharacteristics.LENS_FACING_FRONT;//后摄像头 mImageReader = ImageReader.newInstance(mSurfaceView.getWidth(),mSurfaceView.getHeight(),ImageFormat.JPEG,1); mImageReader.setOnImageAvailableListener(new ImageReader.onImageAvailableListener() { //可以在这里处理拍照得到的临时照片 例如,写入本地 @Override public void onImageAvailable(ImageReader reader) { Image image = reader.acquireNextImage(); ByteBuffer buffer = image.getPlanes()[0].getBuffer(); byte[] bytes = new byte[buffer.remaining()]; buffer.get(bytes);//由缓冲区存入字节数组 Bitmap bitmap = BitmapFactory.decodeByteArray(bytes,bytes.length); String filename = "test"; File file = new File(dir + filename + ".jpg"); String state = Environment.getExternalStorageState(); //如果状态不是mounted,无法读写 if (!state.equals(Environment.MEDIA_MOUNTED)) { return; } FiLeoutputStream out = null; try { out = new FiLeoutputStream(filE); bitmap.compress(Bitmap.CompressFormat.JPEG,100,out);//转化为jpeg图片 out.flush(); out.close(); image.close();//一定要记得关,否则会出现程序崩溃 } catch (FileNotFoundException E) { e.printStackTrace(); } catch (IOException E) { e.printStackTrace(); } new myTask(file,hSurfaceView,tv).execute(); } },mainHandler); //获取摄像头管理 mCameraManager = (CameraManager) getSystemservice(Context.CAMERA_serviCE); try { if (ActivityCompat.checkSelfPermission(this,Manifest.permission.CAMERA) != PackageManager.PERMISSION_GRANTED) { ActivityCompat.requestPermissions(this,new String[]{Manifest.permission.CAMERA},42); } //打开摄像头 mCameraManager.openCamera(mCameraID,stateCallBACk,mainHandler); } catch (CameraAccessException E) { e.printStackTrace(); } } /** * 当发送权限请求用户响应时,回调该@L_618_80@ * @param requestCode * @param permissions * @param grantResults */ @Override public void onrequestPermissionsResult(int requestCode,@NonNull String[] permissions,@NonNull int[] grantResults) { if (requestCode == 42) { Toast.makeText(this,"CAMERA PERMISSION GRANTED",Toast.LENGTH_SHORT).show(); if (grantResults.length > 0 && grantResults[0] == PackageManager.PERMISSION_GRANTED) { //申请成功,可以拍照 Log.i(tag,"apply camera success"); CameraManager manager = (CameraManager) getSystemservice(Context.CAMERA_serviCE); try { if (ActivityCompat.checkSelfPermission(this,Manifest.permission.CAMERA) != PackageManager.PERMISSION_GRANTED) { Toast.makeText(this,"CAMERA PERMISSION DENIED",Toast.LENGTH_SHORT).show(); } mCameraManager.openCamera(mCameraID,mainHandler); } catch (CameraAccessException E) { e.printStackTrace(); } } else { Toast.makeText(this,Toast.LENGTH_SHORT).show(); } return; } super.onrequestPermissionsResult(requestCode,permissions,grantResults); } /** * 摄像头创建监听 */ private CameraDevice.StateCallBACk stateCallBACk = new CameraDevice.StateCallBACk() { @Override public void onOpened(CameraDevice camera) {//打开摄像头 mCameraDevice = camera; //开启预览 takePreview(); } @Override public void onDisconnected(CameraDevice camera) {//关闭摄像头 if (null != mCameraDevicE) { mCameraDevice.close(); mCameraDevice = null; } } @Override public void onError(CameraDevice camera,int error) {//发生错误 Toast.makeText(MainActivity.this,"摄像头开启失败",Toast.LENGTH_SHORT).show(); } }; /** * 开始预览 */ private void takePreview() { try { // 创建预览需要的Capturerequest.builder final Capturerequest.builder previewrequestBuilder = mCameraDevice.createCapturerequest(CameraDevice.TEMPLATE_PREVIEW); // 将SurfaceView的surface作为Capturerequest.builder的目标 previewrequestBuilder.addTarget(mSurfaceHolder.getSurface()); // previewrequestBuilder.addTarget(mImageReader.getSurface()); // 创建CameraCaptureSession,该对象负责管理处理预览请求和拍照请求 mCameraDevice.createCaptureSession(Arrays.asList(mSurfaceHolder.getSurface(),mImageReader.getSurface()),new CameraCaptureSession.StateCallBACk() // ③ { @Override public void onConfigured(CameraCaptureSession cameraCaptureSession) { if (null == mCameraDevicE) return; // 当摄像头已经准备好时,开始显示预览 mCameraCaptureSession = cameraCaptureSession; try { // 自动对焦 previewrequestBuilder.set(Capturerequest.CONTROL_AF_MODE,Capturerequest.CONTROL_AF_MODE_CONTinUOUS_PICTURE); // 打开闪光灯 previewrequestBuilder.set(Capturerequest.CONTROL_AE_MODE,Capturerequest.CONTROL_AE_MODE_ON_AUTO_FLASH); // 显示预览 Capturerequest previewrequest = previewrequestBuilder.build(); mCameraCaptureSession.setRepeaTingrequest(previewrequest,null,childHandler); } catch (CameraAccessException E) { e.printStackTrace(); } } @Override public void onConfigureFailed(CameraCaptureSession cameraCaptureSession) { Toast.makeText(MainActivity.this,"配置失败",Toast.LENGTH_SHORT).show(); } },childHandler); } catch (CameraAccessException E) { e.printStackTrace(); } } }
4、AndroidManifest.xml
<?xml version="1.0" encoding="utf-8"?> <manifest xmlns:android="http://scheR_182_11845@as.android.com/apk/res/android" package="com.hd.hd"> <uses-permission android:name="android.permission.WRITE_EXTERNAL_STORAGE"/> <uses-permission android:name="android.permission.READ_EXTERNAL_STORAGE"/> <uses-permission android:name="android.permission.CAMERA"/> <uses-feature android:name="android.hardware.camera2.full" /> <uses-permission android:name="android.permission.INTERNET" /> <application android:allowBACkup="true" android:icon="@mipmap/ic_launcher" android:label="@String/app_name" android:supportsRtl="true" android:theme="@style/AppTheme"> <activity android:name=".MainActivity"> <intent-filter> <action android:name="android.intent.action.MAIN" /> <category android:name="android.intent.category.LAUNCHER" /> </intent-filter> </activity> </application> </manifest>
今天代码先分享到那么多,明天给大家分享一下Camera2的架构。有不懂的可以评论,一起讨论。
以上就是本文的全部内容,希望对大家的学习有所帮助,也希望大家多多支持编程小技巧。
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