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Android開發人臉識別統計人臉數

本文例項為大家分享了Android開發人臉識別統計的具體程式碼,供大家參考,具體內容如下

Android開發人臉識別統計人臉數

最近專案需求是統計當前攝像頭中的人臉個數,安卓有提供現成的Api,最終實現效果如上圖。

分析思路和步奏:

主要使用到的類:SurfaceView、CameraManager、CameraDevice.StateCallback、CameraCaptureSession.StateCallback。

1.通過SurfaceView展示預覽區。
2.在SurfaceView建立成功後通過CameraManager獲取當前裝置可用的攝像頭。
3.檢測攝像頭許可權。
4.通過CameraManager開啟攝像頭。

5.在開啟成功的回撥中通過CameraDevice建立會話。
6.在會話建立成功的回撥方法中建立預覽請求。
7.在預覽請求的回撥方法onCaptureCompleted()方法中獲取預覽介面中返回的人臉數。

以下是實現步奏:

1.xml

<LinearLayout xmlns:android="http://schemas.android.com/apk/res/android"
  android:layout_width="fill_parent"
  android:layout_height="fill_parent"
  android:orientation="vertical">

  <SurfaceView
    android:id="@+id/sv"
    android:layout_width="match_parent"
    android:layout_height="0dp"
    android:layout_weight="1" />
</LinearLayout>

java

cameraManager = (CameraManager) getSystemService(Context.CAMERA_SERVICE);
    surfaceHolder = sv.getHolder();
    surface = surfaceHolder.getSurface();
//獲取可用的相機列表
          String[] cameraIdList = cameraManager.getCameraIdList();
if (checkSelfPermission(Manifest.permission.CAMERA) != PackageManager.PERMISSION_GRANTED) {
            // TODO: Consider calling
            //  Activity#requestPermissions
            // here to request the missing permissions,and then overriding
            //  public void onRequestPermissionsResult(int requestCode,String[] permissions,//                     int[] grantResults)
            // to handle the case where the user grants the permission. See the documentation
            // for Activity#requestPermissions for more details.
            return;
          }
//獲取開啟相機的相關引數
          CameraCharacteristics characteristics = cameraManager.getCameraCharacteristics(cameraIdList[1]);
          //可用於判斷是否支援人臉檢測,以及支援到哪種程度
          faceDetectModes = characteristics.get(CameraCharacteristics.STATISTICS_INFO_AVAILABLE_FACE_DETECT_MODES);//支援的人臉檢測模式
          cameraManager.openCamera(cameraIdList[1],mStateCallback,null);
camera.createCaptureSession(Arrays.asList(surface),new CameraCaptureSession.StateCallback() {
          @Override
          public void onConfigured(@NonNull CameraCaptureSession session) {
           
          }

          @Override
          public void onConfigureFailed(@NonNull CameraCaptureSession session) {

          }
        },new Handler());
CaptureRequest.Builder captureRequest = camera.createCaptureRequest(CameraDevice.TEMPLATE_PREVIEW);
              captureRequest.addTarget(surface);
              captureRequest.set(CaptureRequest.CONTROL_MODE,CameraMetadata.CONTROL_MODE_AUTO);
              captureRequest.set(CaptureRequest.STATISTICS_FACE_DETECT_MODE,getFaceDetectMode());
              session.setRepeatingRequest(captureRequest.build(),captureCallback,new Handler());
 /**
   * 預覽回撥
   */
  private CameraCaptureSession.CaptureCallback captureCallback = new CameraCaptureSession.CaptureCallback() {
    @Override
    public void onCaptureStarted(@NonNull CameraCaptureSession session,@NonNull CaptureRequest request,long timestamp,long frameNumber) {
      super.onCaptureStarted(session,request,timestamp,frameNumber);
    }

    @Override
    public void onCaptureProgressed(@NonNull CameraCaptureSession session,@NonNull CaptureResult partialResult) {
      super.onCaptureProgressed(session,partialResult);
    }

    @Override
    public void onCaptureCompleted(@NonNull CameraCaptureSession session,@NonNull TotalCaptureResult result) {
      super.onCaptureCompleted(session,result);
      Face faces[] = result.get(CaptureResult.STATISTICS_FACES);
      if (faces.length != face) {
        Log.e("lee",faces.length + "張臉");
      }
    }

    @Override
    public void onCaptureFailed(@NonNull CameraCaptureSession session,@NonNull CaptureFailure failure) {
      super.onCaptureFailed(session,failure);
    }

    @Override
    public void onCaptureSequenceCompleted(@NonNull CameraCaptureSession session,int sequenceId,long frameNumber) {
      super.onCaptureSequenceCompleted(session,sequenceId,frameNumber);
    }

    @Override
    public void onCaptureSequenceAborted(@NonNull CameraCaptureSession session,int sequenceId) {
      super.onCaptureSequenceAborted(session,sequenceId);
    }

    @Override
    public void onCaptureBufferLost(@NonNull CameraCaptureSession session,@NonNull Surface target,long frameNumber) {
      super.onCaptureBufferLost(session,target,frameNumber);
    }
  };

以下就是所有程式碼:

MainActivity.java

package com.zg.lcddemo;

import android.Manifest;
import android.content.ContentValues;
import android.content.Context;
import android.content.pm.PackageManager;
import android.content.res.Configuration;
import android.database.Cursor;
import android.graphics.Bitmap;
import android.graphics.BitmapFactory;
import android.graphics.ImageFormat;
import android.graphics.Rect;
import android.graphics.SurfaceTexture;
import android.hardware.Camera;
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.CameraMetadata;
import android.hardware.camera2.CaptureFailure;
import android.hardware.camera2.CaptureRequest;
import android.hardware.camera2.CaptureResult;
import android.hardware.camera2.TotalCaptureResult;
import android.hardware.camera2.params.Face;
import android.hardware.camera2.params.SessionConfiguration;
import android.hardware.camera2.params.StreamConfigurationMap;
import android.media.FaceDetector;
import android.media.ImageReader;
import android.net.Uri;
import android.os.Build;
import android.os.Bundle;
import android.os.Handler;
import android.os.HandlerThread;
import android.os.Message;
import android.provider.MediaStore;
import android.util.Log;
import android.util.Size;
import android.view.Surface;
import android.view.SurfaceHolder;
import android.view.SurfaceView;
import android.view.View;
import android.widget.Button;
import android.widget.ImageView;
import android.widget.Toast;

import androidx.annotation.NonNull;
import androidx.annotation.RequiresApi;
import androidx.appcompat.app.AppCompatActivity;

import java.io.BufferedInputStream;
import java.io.FileInputStream;
import java.io.FileNotFoundException;
import java.io.IOException;
import java.io.OutputStream;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.Iterator;
import java.util.List;
import java.util.concurrent.Semaphore;

public class MainActivity extends AppCompatActivity {
  private SurfaceView sv;
  private SurfaceHolder surfaceHolder;
  private CameraManager cameraManager;
  private Surface surface;
  int[] faceDetectModes;
  int face;
  List<Bitmap> bitmaps = new ArrayList<>();

  /**
   * 獲取支援的最高人臉檢測級別
   *
   * @return
   */
  private int getFaceDetectMode() {
    if (faceDetectModes == null) {
      return CaptureRequest.STATISTICS_FACE_DETECT_MODE_FULL;
    } else {
      return faceDetectModes[faceDetectModes.length - 1];
    }
  }

  @RequiresApi(api = Build.VERSION_CODES.M)
  @Override
  protected void onCreate(Bundle savedInstanceState) {
    super.onCreate(savedInstanceState);
    setContentView(R.layout.activity_main);
    sv = findViewById(R.id.sv);
    cameraManager = (CameraManager) getSystemService(Context.CAMERA_SERVICE);
    surfaceHolder = sv.getHolder();
    surface = surfaceHolder.getSurface();
    surfaceHolder.addCallback(new SurfaceHolder.Callback() {
      @RequiresApi(api = Build.VERSION_CODES.M)
      @Override
      public void surfaceCreated(SurfaceHolder holder) {
        try {
          //獲取可用的相機列表
          String[] cameraIdList = cameraManager.getCameraIdList();
          if (checkSelfPermission(Manifest.permission.CAMERA) != PackageManager.PERMISSION_GRANTED) {
            // TODO: Consider calling
            //  Activity#requestPermissions
            // here to request the missing permissions,//                     int[] grantResults)
            // to handle the case where the user grants the permission. See the documentation
            // for Activity#requestPermissions for more details.
            return;
          }
          //獲取開啟相機的相關引數
          CameraCharacteristics characteristics = cameraManager.getCameraCharacteristics(cameraIdList[1]);
          //可用於判斷是否支援人臉檢測,以及支援到哪種程度
          faceDetectModes = characteristics.get(CameraCharacteristics.STATISTICS_INFO_AVAILABLE_FACE_DETECT_MODES);//支援的人臉檢測模式
          cameraManager.openCamera(cameraIdList[1],null);
        } catch (CameraAccessException e) {
          e.printStackTrace();
        }
      }

      @Override
      public void surfaceChanged(SurfaceHolder holder,int format,int width,int height) {

      }

      @Override
      public void surfaceDestroyed(SurfaceHolder holder) {

      }
    });

  }

  /**
   * 相機狀態回撥
   */
  private CameraDevice.StateCallback mStateCallback = new CameraDevice.StateCallback() {
    @Override
    public void onOpened(@NonNull final CameraDevice camera) {
      //開啟成功,可以獲取CameraDevice物件
      try {
        camera.createCaptureSession(Arrays.asList(surface),new CameraCaptureSession.StateCallback() {
          @Override
          public void onConfigured(@NonNull CameraCaptureSession session) {
            try {
              CaptureRequest.Builder captureRequest = camera.createCaptureRequest(CameraDevice.TEMPLATE_PREVIEW);
              captureRequest.addTarget(surface);
              captureRequest.set(CaptureRequest.CONTROL_MODE,new Handler());
            } catch (CameraAccessException e) {
              e.printStackTrace();
            }
          }

          @Override
          public void onConfigureFailed(@NonNull CameraCaptureSession session) {

          }
        },new Handler());
      } catch (CameraAccessException e) {
        e.printStackTrace();
      }

    }

    @Override
    public void onDisconnected(@NonNull CameraDevice camera) {
      //斷開連線
      Toast.makeText(MainActivity.this,"onDisconnected",Toast.LENGTH_SHORT).show();
    }

    @Override
    public void onError(@NonNull CameraDevice camera,final int error) {
      //發生異常
      Toast.makeText(MainActivity.this,"onError",Toast.LENGTH_SHORT).show();
    }
  };


  /**
   * 預覽回撥
   */
  private CameraCaptureSession.CaptureCallback captureCallback = new CameraCaptureSession.CaptureCallback() {
    @Override
    public void onCaptureStarted(@NonNull CameraCaptureSession session,faces.length + "張臉");
        face = faces.length;    
      }
    }

    @Override
    public void onCaptureFailed(@NonNull CameraCaptureSession session,frameNumber);
    }
  };
}

xml

<?xml version="1.0" encoding="utf-8"?>
<LinearLayout xmlns:android="http://schemas.android.com/apk/res/android"
  android:layout_width="fill_parent"
  android:layout_height="fill_parent"
  android:orientation="vertical">

  <SurfaceView
    android:id="@+id/sv"
    android:layout_width="match_parent"
    android:layout_height="0dp"
    android:layout_weight="1" />
</LinearLayout>

以上就能實現統計當前攝像頭下有多少個人臉。

以上就是本文的全部內容,希望對大家的學習有所幫助,也希望大家多多支援我們。