Android开发基于ArcSoft实现人脸识别的方法是什么
发表于:2024-10-27 作者:千家信息网编辑
千家信息网最后更新 2024年10月27日,本篇内容主要讲解"Android开发基于ArcSoft实现人脸识别的方法是什么",感兴趣的朋友不妨来看看。本文介绍的方法操作简单快捷,实用性强。下面就让小编来带大家学习"Android开发基于ArcS
千家信息网最后更新 2024年10月27日Android开发基于ArcSoft实现人脸识别的方法是什么
本篇内容主要讲解"Android开发基于ArcSoft实现人脸识别的方法是什么",感兴趣的朋友不妨来看看。本文介绍的方法操作简单快捷,实用性强。下面就让小编来带大家学习"Android开发基于ArcSoft实现人脸识别的方法是什么"吧!
效果图
激活引擎
第一步配置APP_ID和SDK_KEY
int activeCode = FaceEngine.activeOnline( ChooseFunctionActivity.this, Param.APP_ID, Param.SDK_KEY);
public static final String APP_ID = "AwY6okHQHxtM92YRYSEqJQwb8cED5huPvYyMhK1w7BSo"; public static final String SDK_KEY = "AF8SaLYtP3ALsmaTR55y9UXaykBZjTtMt5gwCBkUGugh";
第二步:判断是否添加动态链接库(so文件与jar包)
private boolean checkSoFile(String[] libraries) { File dir = new File(getApplicationInfo().nativeLibraryDir); File[] files = dir.listFiles(); if (files == null || files.length == 0) { return false; } ListlibraryNameList = new ArrayList<>(); for (File file : files) { libraryNameList.add(file.getName()); } boolean exists = true; for (String library : libraries) { exists &= libraryNameList.contains(library); } return exists; }
第三步:判断是否申明所有权限
protected boolean CheckPermissions(String[] neededPermissions) { if (neededPermissions == null || neededPermissions.length == 0) { return true; } boolean allGranted = true; for (String neededPermission : neededPermissions) { allGranted &= ContextCompat.checkSelfPermission(this, neededPermission) == PackageManager.PERMISSION_GRANTED; } return allGranted; }
激活引擎代码如下
public void ActivationDevice(final View view) { if (!libraryExists) { ShowToast(getString(R.string.library_not_found)); return; } if (!CheckPermissions(NEEDED_PERMISSIONS)) { ActivityCompat.requestPermissions(this, NEEDED_PERMISSIONS, ACTION_REQUEST_PERMISSIONS); return; } if (view != null) { view.setClickable(false); } Observable.create( new ObservableOnSubscribe() { @Override public void subscribe(ObservableEmitter emitter) { RuntimeABI runtimeABI = FaceEngine.getRuntimeABI(); Log.i(TAG, "subscribe: getRuntimeABI() " + runtimeABI); long start = System.currentTimeMillis(); int activeCode = FaceEngine.activeOnline( ChooseFunctionActivity.this, Param.APP_ID, Param.SDK_KEY); Log.i(TAG, "subscribe cost: " + (System.currentTimeMillis() - start)); emitter.onNext(activeCode); } }) .subscribeOn( Schedulers.io()) .observeOn( AndroidSchedulers.mainThread()) .subscribe(new Observer () { @Override public void onSubscribe(Disposable d) { } @Override public void onNext(Integer activeCode) { if (activeCode == ErrorInfo.MOK) { ShowToast(getString(R.string.activation_succeeded)); } else if (activeCode == ErrorInfo.MERR_ASF_ALREADY_ACTIVATED) { ShowToast(getString(R.string.already_activated)); } else { ShowToast(getString(R.string.active_failed, activeCode)); } if (view != null) { view.setClickable(true); } ActiveFileInfo activeFileInfo = new ActiveFileInfo(); int res = FaceEngine.getActiveFileInfo(ChooseFunctionActivity.this, activeFileInfo); if (res == ErrorInfo.MOK) { Log.i(TAG, activeFileInfo.toString()); } } @Override public void onError(Throwable e) { ShowToast(e.getMessage()); if (view != null) { view.setClickable(true); } } @Override public void onComplete() { } }); }
人脸比对 1:N
第一步:初始化本地人脸库
FaceServer.getInstance().init(this);
第二步:初始化引擎和相机
public void onGlobalLayout() { previewView.getViewTreeObserver().removeOnGlobalLayoutListener(this); if (!CheckPermissions(NEEDED_PERMISSIONS)) { ActivityCompat.requestPermissions(this, NEEDED_PERMISSIONS, ACTION_REQUEST_PERMISSIONS); } else { initEngine(); initCamera(); } }
第三步:初始化引擎
private void initEngine() { ftEngine = new FaceEngine(); ftInitCode = ftEngine.init(this, DetectMode.ASF_DETECT_MODE_VIDEO, ConfigUtil.getFtOrient(this), 16, MAX_DETECT_NUM, FaceEngine.ASF_FACE_DETECT); frEngine = new FaceEngine(); frInitCode = frEngine.init(this, DetectMode.ASF_DETECT_MODE_IMAGE, DetectFaceOrientPriority.ASF_OP_0_ONLY, 16, MAX_DETECT_NUM, FaceEngine.ASF_FACE_RECOGNITION); flEngine = new FaceEngine(); flInitCode = flEngine.init(this, DetectMode.ASF_DETECT_MODE_IMAGE, DetectFaceOrientPriority.ASF_OP_0_ONLY, 16, MAX_DETECT_NUM, FaceEngine.ASF_LIVENESS); Log.i(TAG, "initEngine: init: " + ftInitCode); if (ftInitCode != ErrorInfo.MOK) { String error = getString(R.string.specific_engine_init_failed, "ftEngine", ftInitCode); Log.i(TAG, "initEngine: " + error); ShowToast(error); } if (frInitCode != ErrorInfo.MOK) { String error = getString(R.string.specific_engine_init_failed, "frEngine", frInitCode); Log.i(TAG, "initEngine: " + error); ShowToast(error); } if (flInitCode != ErrorInfo.MOK) { String error = getString(R.string.specific_engine_init_failed, "flEngine", flInitCode); Log.i(TAG, "initEngine: " + error); ShowToast(error); } }
第四步:活体检测
private void initCamera() { DisplayMetrics metrics = new DisplayMetrics(); getWindowManager().getDefaultDisplay().getMetrics(metrics); final FaceListener faceListener = new FaceListener() { @Override public void onFail(Exception e) { Log.e(TAG, "onFail: " + e.getMessage()); } //请求FR的回调 @Override public void onFaceFeatureInfoGet(@Nullable final FaceFeature faceFeature, final Integer requestId, final Integer errorCode) { //FR成功 if (faceFeature != null) {// Log.i(TAG, "onPreview: fr end = " + System.currentTimeMillis() + " trackId = " + requestId); Integer liveness = livenessMap.get(requestId); //不做活体检测的情况,直接搜索 if (!livenessDetect) { searchFace(faceFeature, requestId); } //活体检测通过,搜索特征 else if (liveness != null && liveness == LivenessInfo.ALIVE) { searchFace(faceFeature, requestId); } //活体检测未出结果,或者非活体,延迟执行该函数 else { if (requestFeatureStatusMap.containsKey(requestId)) { Observable.timer(WAIT_LIVENESS_INTERVAL, TimeUnit.MILLISECONDS) .subscribe(new Observer() { Disposable disposable; @Override public void onSubscribe(Disposable d) { disposable = d; getFeatureDelayedDisposables.add(disposable); } @Override public void onNext(Long aLong) { onFaceFeatureInfoGet(faceFeature, requestId, errorCode); } @Override public void onError(Throwable e) { } @Override public void onComplete() { getFeatureDelayedDisposables.remove(disposable); } }); } } } //特征提取失败 else { if (increaseAndGetValue(extractErrorRetryMap, requestId) > MAX_RETRY_TIME) { extractErrorRetryMap.put(requestId, 0); String msg; // 传入的FaceInfo在指定的图像上无法解析人脸,此处使用的是RGB人脸数据,一般是人脸模糊 if (errorCode != null && errorCode == ErrorInfo.MERR_FSDK_FACEFEATURE_LOW_CONFIDENCE_LEVEL) { msg = getString(R.string.low_confidence_level); } else { msg = "ExtractCode:" + errorCode; } faceHelper.setName(requestId, getString(R.string.recognize_failed_notice, msg)); // 在尝试最大次数后,特征提取仍然失败,则认为识别未通过 requestFeatureStatusMap.put(requestId, RequestFeatureStatus.FAILED); retryRecognizeDelayed(requestId); } else { requestFeatureStatusMap.put(requestId, RequestFeatureStatus.TO_RETRY); } } } @Override public void onFaceLivenessInfoGet(@Nullable LivenessInfo livenessInfo, final Integer requestId, Integer errorCode) { if (livenessInfo != null) { int liveness = livenessInfo.getLiveness(); livenessMap.put(requestId, liveness); // 非活体,重试 if (liveness == LivenessInfo.NOT_ALIVE) { faceHelper.setName(requestId, getString(R.string.recognize_failed_notice, "NOT_ALIVE")); // 延迟 FAIL_RETRY_INTERVAL 后,将该人脸状态置为UNKNOWN,帧回调处理时会重新进行活体检测 retryLivenessDetectDelayed(requestId); } } else { if (increaseAndGetValue(livenessErrorRetryMap, requestId) > MAX_RETRY_TIME) { livenessErrorRetryMap.put(requestId, 0); String msg; // 传入的FaceInfo在指定的图像上无法解析人脸,此处使用的是RGB人脸数据,一般是人脸模糊 if (errorCode != null && errorCode == ErrorInfo.MERR_FSDK_FACEFEATURE_LOW_CONFIDENCE_LEVEL) { msg = getString(R.string.low_confidence_level); } else { msg = "ProcessCode:" + errorCode; } faceHelper.setName(requestId, getString(R.string.recognize_failed_notice, msg)); retryLivenessDetectDelayed(requestId); } else { livenessMap.put(requestId, LivenessInfo.UNKNOWN); } } } }; CameraListener cameraListener = new CameraListener() { @Override public void onCameraOpened(Camera camera, int cameraId, int displayOrientation, boolean isMirror) { Camera.Size lastPreviewSize = previewSize; previewSize = camera.getParameters().getPreviewSize(); drawHelper = new DrawHelper(previewSize.width, previewSize.height, previewView.getWidth(), previewView.getHeight(), displayOrientation , cameraId, isMirror, false, false); Log.i(TAG, "onCameraOpened: " + drawHelper.toString()); // 切换相机的时候可能会导致预览尺寸发生变化 if (faceHelper == null || lastPreviewSize == null || lastPreviewSize.width != previewSize.width || lastPreviewSize.height != previewSize.height) { Integer trackedFaceCount = null; // 记录切换时的人脸序号 if (faceHelper != null) { trackedFaceCount = faceHelper.getTrackedFaceCount(); faceHelper.release(); } faceHelper = new FaceHelper.Builder() .ftEngine(ftEngine) .frEngine(frEngine) .flEngine(flEngine) .frQueueSize(MAX_DETECT_NUM) .flQueueSize(MAX_DETECT_NUM) .previewSize(previewSize) .faceListener(faceListener) .trackedFaceCount(trackedFaceCount == null ? ConfigUtil.getTrackedFaceCount(FaceComparison_RGB.this.getApplicationContext()) : trackedFaceCount) .build(); } } @Override public void onPreview(final byte[] nv21, Camera camera) { if (faceRectView != null) { faceRectView.clearFaceInfo(); } List facePreviewInfoList = faceHelper.onPreviewFrame(nv21); if (facePreviewInfoList != null && faceRectView != null && drawHelper != null) { drawPreviewInfo(facePreviewInfoList); } registerFace(nv21, facePreviewInfoList); clearLeftFace(facePreviewInfoList); if (facePreviewInfoList != null && facePreviewInfoList.size() > 0 && previewSize != null) { for (int i = 0; i < facePreviewInfoList.size(); i++) { Integer status = requestFeatureStatusMap.get(facePreviewInfoList.get(i).getTrackId()); /** * 在活体检测开启,在人脸识别状态不为成功或人脸活体状态不为处理中(ANALYZING)且不为处理完成(ALIVE、NOT_ALIVE)时重新进行活体检测 */ if (livenessDetect && (status == null || status != RequestFeatureStatus.SUCCEED)) { Integer liveness = livenessMap.get(facePreviewInfoList.get(i).getTrackId()); if (liveness == null || (liveness != LivenessInfo.ALIVE && liveness != LivenessInfo.NOT_ALIVE && liveness != RequestLivenessStatus.ANALYZING)) { livenessMap.put(facePreviewInfoList.get(i).getTrackId(), RequestLivenessStatus.ANALYZING); faceHelper.requestFaceLiveness(nv21, facePreviewInfoList.get(i).getFaceInfo(), previewSize.width, previewSize.height, FaceEngine.CP_PAF_NV21, facePreviewInfoList.get(i).getTrackId(), LivenessType.RGB); } } /** * 对于每个人脸,若状态为空或者为失败,则请求特征提取(可根据需要添加其他判断以限制特征提取次数), * 特征提取回传的人脸特征结果在{@link FaceListener#onFaceFeatureInfoGet(FaceFeature, Integer, Integer)}中回传 */ if (status == null || status == RequestFeatureStatus.TO_RETRY) { requestFeatureStatusMap.put(facePreviewInfoList.get(i).getTrackId(), RequestFeatureStatus.SEARCHING); faceHelper.requestFaceFeature(nv21, facePreviewInfoList.get(i).getFaceInfo(), previewSize.width, previewSize.height, FaceEngine.CP_PAF_NV21, facePreviewInfoList.get(i).getTrackId());// Log.i(TAG, "onPreview: fr start = " + System.currentTimeMillis() + " trackId = " + facePreviewInfoList.get(i).getTrackedFaceCount()); } } } } @Override public void onCameraClosed() { Log.i(TAG, "onCameraClosed: "); } @Override public void onCameraError(Exception e) { Log.i(TAG, "onCameraError: " + e.getMessage()); } @Override public void onCameraConfigurationChanged(int cameraID, int displayOrientation) { if (drawHelper != null) { drawHelper.setCameraDisplayOrientation(displayOrientation); } Log.i(TAG, "onCameraConfigurationChanged: " + cameraID + " " + displayOrientation); } }; cameraHelper = new CameraHelper.Builder() .previewViewSize(new Point(previewView.getMeasuredWidth(), previewView.getMeasuredHeight())) .rotation(getWindowManager().getDefaultDisplay().getRotation()) .specificCameraId(rgbCameraID != null ? rgbCameraID : Camera.CameraInfo.CAMERA_FACING_FRONT) .isMirror(false) .previewOn(previewView) .cameraListener(cameraListener) .build(); cameraHelper.init(); cameraHelper.start(); }
人脸注册
private void registerFace(final byte[] nv21, final ListfacePreviewInfoList) { if (registerStatus == REGISTER_STATUS_READY && facePreviewInfoList != null && facePreviewInfoList.size() > 0) { registerStatus = REGISTER_STATUS_PROCESSING; Observable.create( new ObservableOnSubscribe () { @Override public void subscribe(ObservableEmitter emitter) { boolean success = FaceServer.getInstance().registerNv21(FaceComparison_RGB.this, nv21.clone(), previewSize.width, previewSize.height, facePreviewInfoList.get(0).getFaceInfo(), "registered" + faceHelper.getTrackedFaceCount()); emitter.onNext(success); } }) .subscribeOn( Schedulers.computation()) .observeOn( AndroidSchedulers.mainThread()) .subscribe(new Observer () { @Override public void onSubscribe(Disposable d) { } /**判断是否注册成功*/ @Override public void onNext(Boolean success) { //String result = success ? "register success!" : "register failed!"; //ShowToast(result);// AlertDialog.Builder builder = new AlertDialog.Builder( FaceComparison_RGB.this );// AlertDialog dialog = builder.create();// View AlertDialog_View = View.inflate( FaceComparison_RGB.this,R.layout.register_result,null );// dialog.setView( AlertDialog_View );// dialog.show(); ShowPopWindows(success); registerStatus = REGISTER_STATUS_DONE; } @Override public void onError(Throwable e) { e.printStackTrace(); ShowToast("register failed!"); ShowFailPopWindows(); registerStatus = REGISTER_STATUS_DONE; } @Override public void onComplete() { } }); } }
切换前置、后置摄像头
public void switchCamera(View view) { if (cameraHelper != null) { boolean success = cameraHelper.switchCamera(); if (!success) { ShowToast(getString(R.string.switch_camera_failed)); } else { ShowToast(getString(R.string.notice_change_detect_degree)); } } }
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