Qt封装百度人脸识别+图像识别
AI技术的发展在最近几年如火如荼,工资待遇也是水涨船高,应用的前景也是非常广阔,去年火起来的人脸识别,今年全国遍地开花,之前封装了下face++的人脸识别等接口,今年看了下百度的AI,还免费了,效果也是越来越好,活体检测这个算法更是做的吊炸天(只需要传一张图片就能判断图片中的人是翻拍的照片非活体),牛逼的一塌糊涂,我反正是跪了。特意花了半天时间将百度人脸识别+图像识别封装了下,以便后期使用。顺便预测下,百度AI在未来的国内AI市场中,不是第一就是第二,而且会持续保持至少十年。
为了兼容qt4,特意采用了qtscript解析收到的数据。
* 1:可识别身份证正面信息+背面信息
* 2:可识别银行卡信息
* 3:可识别驾驶证+行驶证信息
* 4:可进行人脸识别,人脸比对,活体检测
* 5:可设置请求地址+用户密钥+应用密钥
* 6:直接传入图片即可,信号返回,毫秒级极速响应
* 7:通用Qt4-Qt5,windows linux 嵌入式linux
可执行文件下载:https://pan.baidu.com/s/1pzhQL_YMYZyn4hW94e0QsQ
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QByteArray imageData; QBuffer buffer(&imageData); image.save(&buffer, "jpg" ); return imageData.toBase64(); } QString FaceBaiDu::getImageData2( const QImage &img) { return QString(getImageData(img)); } QHttpPart FaceBaiDu::dataToHttpPart( const QByteArray &body, const QString &name) { QHttpPart httpPart; httpPart.setHeader(QNetworkRequest::ContentDispositionHeader, QVariant(QString( "form-data;name=\"%1\"" ).arg(name))); httpPart.setBody(body); return httpPart; } void FaceBaiDu::sendData( const QString &url, const QList<QHttpPart> &httpParts) { //初始化消息体 QHttpMultiPart *httpMultiPart = new QHttpMultiPart(QHttpMultiPart::FormDataType); //逐个添加消息内容 foreach (QHttpPart httpPart, httpParts) { httpMultiPart->append(httpPart); } //初始化请求对象 QNetworkRequest request; request.setUrl(QUrl(url)); #ifdef ssl //设置openssl签名配置,否则在ARM上会报错 QSslConfiguration conf = request.sslConfiguration(); conf.setPeerVerifyMode(QSslSocket::VerifyNone); #if (QT_VERSION > QT_VERSION_CHECK(5,0,0)) conf.setProtocol(QSsl::TlsV1_0); #else conf.setProtocol(QSsl::TlsV1); #endif request.setSslConfiguration(conf); #endif //发送请求 QNetworkReply *reply = manager->post(request, httpMultiPart); httpMultiPart->setParent(reply); } void FaceBaiDu::finished(QNetworkReply *reply) { QString error = reply->errorString(); if (!error.isEmpty() && error != "Unknown error" ) { emit receiveError(error); } if (reply->bytesAvailable() > 0 && reply->error() == QNetworkReply::NoError) { QString data = reply->readAll(); reply->deleteLater(); //发送接收数据信号 emit receiveData(data); //初始化脚本引擎 QScriptEngine engine; //构建解析对象 QScriptValue script = engine.evaluate( "value=" + data); //获取鉴权标识符 QString token = script.property( "access_token" ).toString(); if (!token.isEmpty()) { tokenFace = token; tokenOcr = token; } //通用返回结果字段 int code = script.property( "error_code" ).toInt32(); QString msg = script.property( "error_msg" ).toString(); emit receiveResult(code, msg); //人脸识别部分 QScriptValue result = script.property( "result" ); if (!result.isNull()) { //人脸识别 QScriptValue face_list = result.property( "face_list" ); if (face_list.isObject()) { checkFaceList(face_list); } //人脸比对 QScriptValue score = result.property( "score" ); if (!score.isNull()) { double value = score.toString().toDouble(); if (value > 0) { emit receiveFaceCompare(QRect(), QRect(), value); } else { emit receiveFaceCompareFail(); } } //活体检测 QScriptValue face_liveness = result.property( "face_liveness" ); if (!face_liveness.isNull()) { double liveness = face_liveness.toString().toDouble(); if (liveness > 0) { emit receiveLive(liveness); } } //银行卡 QScriptValue bank_card_number = result.property( "bank_card_number" ); if (!bank_card_number.isNull()) { QString card_number = bank_card_number.toString(); QString bank_name = result.property( "bank_name" ).toString(); if (!card_number.isEmpty()) { emit receiveBankCardInfo(card_number, bank_name); } } } //文字识别部分 QScriptValue words_result = script.property( "words_result" ); if (!words_result.isNull()) { //身份证正面 QScriptValue nation = words_result.property( "民族" ); if (nation.isObject()) { checkCardFront(words_result); } //身份证反面 QScriptValue issuedby = words_result.property( "签发机关" ); if (issuedby.isObject()) { checkCardBack(words_result); } //驾驶证 QScriptValue license_number = words_result.property( "证号" ); if (license_number.isObject()) { checkDriverLicense(words_result); } //行驶证 QScriptValue model = words_result.property( "品牌型号" ); if (model.isObject()) { checkRVehicleLicense(words_result); } } } } void FaceBaiDu::checkFaceList( const QScriptValue &face_list) { QRect face_rectangle; //创建迭代器逐个解析具体值 QScriptValueIterator it(face_list); while (it.hasNext()) { it.next(); QString face_token = it.value().property( "face_token" ).toString(); if (!face_token.isEmpty()) { QScriptValue location = it.value().property( "location" ); if (location.isObject()) { face_rectangle.setX(location.property( "left" ).toInt32()); face_rectangle.setY(location.property( "top" ).toInt32()); face_rectangle.setWidth(location.property( "width" ).toInt32()); face_rectangle.setHeight(location.property( "height" ).toInt32()); } } it.next(); if (face_rectangle.width() > 0) { emit receiveFaceRect(face_rectangle); } else { break ; } } } void FaceBaiDu::checkCardFront( const QScriptValue &scriptValue) { QScriptValue name = scriptValue.property( "姓名" ); QScriptValue address = scriptValue.property( "住址" ); QScriptValue birthday = scriptValue.property( "出生" ); QScriptValue number = scriptValue.property( "公民身份号码" ); QScriptValue sex = scriptValue.property( "性别" ); QScriptValue nation = scriptValue.property( "民族" ); QString strName = name.property( "words" ).toString(); QString strAddress = address.property( "words" ).toString(); QString strBirthday = birthday.property( "words" ).toString(); QString strNumber = number.property( "words" ).toString(); QString strSex = sex.property( "words" ).toString(); QString strNation = nation.property( "words" ).toString(); emit receiveIDCardInfoFront(strName, strSex, strNumber, strBirthday, strNation, strAddress); } void FaceBaiDu::checkCardBack( const QScriptValue &scriptValue) { QScriptValue issuedby = scriptValue.property( "签发机关" ); QScriptValue dateStart = scriptValue.property( "签发日期" ); QScriptValue dateEnd = scriptValue.property( "失效日期" ); QString strIssuedby = issuedby.property( "words" ).toString(); QString strDataStart = dateStart.property( "words" ).toString(); QString strDateEnd = dateEnd.property( "words" ).toString(); QString strDate = QString( "%1.%2.%3-%4.%5.%6" ) .arg(strDataStart.mid(0, 4)).arg(strDataStart.mid(4, 2)).arg(strDataStart.mid(6, 2)) .arg(strDateEnd.mid(0, 4)).arg(strDateEnd.mid(4, 2)).arg(strDateEnd.mid(6, 2)); emit receiveIDCardInfoBack(strDate, strIssuedby); } void FaceBaiDu::checkDriverLicense( const QScriptValue &scriptValue) { QScriptValue licenseNumber = scriptValue.property( "证号" ); QScriptValue name = scriptValue.property( "姓名" ); QScriptValue gender = scriptValue.property( "性别" ); QScriptValue nationality = scriptValue.property( "国籍" ); QScriptValue address = scriptValue.property( "住址" ); QScriptValue birthday = scriptValue.property( "出生日期" ); QScriptValue issueDate = scriptValue.property( "初次领证日期" ); QScriptValue classType = scriptValue.property( "准驾车型" ); QScriptValue validFrom = scriptValue.property( "有效起始日期" ); QScriptValue validFor = scriptValue.property( "有效期限" ); QString strLicenseNumber = licenseNumber.property( "words" ).toString(); QString strName = name.property( "words" ).toString(); QString strGender = gender.property( "words" ).toString(); QString strNationality = nationality.property( "words" ).toString(); QString strAddress = address.property( "words" ).toString(); QString strBirthday = birthday.property( "words" ).toString(); QString strIssueDate = issueDate.property( "words" ).toString(); QString strClassType = classType.property( "words" ).toString(); QString strValidFrom = validFrom.property( "words" ).toString(); QString strValidFor = validFor.property( "words" ).toString(); emit receiveDriverInfo(strValidFrom, strGender, "" , strIssueDate, strClassType, strLicenseNumber, strValidFor, strBirthday, "1" , strAddress, strNationality, strName); } void FaceBaiDu::checkRVehicleLicense( const QScriptValue &scriptValue) { QScriptValue plateNo = scriptValue.property( "号牌号码" ); QScriptValue vehicleType = scriptValue.property( "车辆类型" ); QScriptValue owner = scriptValue.property( "所有人" ); QScriptValue address = scriptValue.property( "住址" ); QScriptValue useCharacter = scriptValue.property( "使用性质" ); QScriptValue model = scriptValue.property( "品牌型号" ); QScriptValue vin = scriptValue.property( "车辆识别代号" ); QScriptValue engineNo = scriptValue.property( "发动机号码" ); QScriptValue registerDate = scriptValue.property( "注册日期" ); QScriptValue issueDate = scriptValue.property( "发证日期" ); QString strPlateNo = plateNo.property( "words" ).toString(); QString strCehicleType = vehicleType.property( "words" ).toString(); QString strOwner = owner.property( "words" ).toString(); QString strAddress = address.property( "words" ).toString(); QString strUseCharacter = useCharacter.property( "words" ).toString(); QString strModel = model.property( "words" ).toString(); QString strVin = vin.property( "words" ).toString(); QString strEngineNo = engineNo.property( "words" ).toString(); QString strRegisterDate = registerDate.property( "words" ).toString(); QString strIssueDate = issueDate.property( "words" ).toString(); emit receiveRvehicleInfo(strIssueDate, strCehicleType, "" , strVin, strPlateNo, strUseCharacter, strAddress, strOwner, strModel, strRegisterDate, strEngineNo); } void FaceBaiDu::sendData( const QString &url, const QString &data, const QString &header) { QNetworkRequest request; request.setHeader(QNetworkRequest::ContentTypeHeader, header); request.setUrl(QUrl(url)); #ifdef ssl //设置openssl签名配置,否则在ARM上会报错 QSslConfiguration conf = request.sslConfiguration(); conf.setPeerVerifyMode(QSslSocket::VerifyNone); #if (QT_VERSION > QT_VERSION_CHECK(5,0,0)) conf.setProtocol(QSsl::TlsV1_0); #else conf.setProtocol(QSsl::TlsV1); #endif request.setSslConfiguration(conf); #endif manager->post(request, data.toUtf8()); } void FaceBaiDu::getToken( const QString &client_id, const QString &client_secret) { QStringList list; list.append(QString( "grant_type=%1" ).arg( "client_credentials" )); list.append(QString( "client_id=%1" ).arg(client_id)); list.append(QString( "client_secret=%1" ).arg(client_secret)); QString data = list.join( "&" ); QString url = "https://aip.baidubce.com/oauth/2.0/token" ; sendData(url, data); } void FaceBaiDu::detect( const QImage &img) { QStringList list; list.append(QString( "{\"image\":\"%1\",\"image_type\":\"BASE64\"}" ).arg(getImageData2(img))); QString data = list.join( "" ); QString url = QString( "https://aip.baidubce.com/rest/2.0/face/v3/detect?access_token=%1" ).arg(tokenFace); sendData(url, data); } void FaceBaiDu::compare( const QImage &img1, const QImage &img2) { QString imgData1 = getImageData2(img1); QString imgData2 = getImageData2(img2); //如果需要活体检测则NONE改为LOW NORMAL HIGH QStringList list; list.append( "[" ); list.append(QString( "{\"image\":\"%1\",\"image_type\":\"BASE64\",\"liveness_control\":\"NONE\"}" ).arg(imgData1)); list.append( "," ); list.append(QString( "{\"image\":\"%1\",\"image_type\":\"BASE64\",\"liveness_control\":\"NONE\"}" ).arg(imgData2)); list.append( "]" ); QString data = list.join( "" ); QString url = QString( "https://aip.baidubce.com/rest/2.0/face/v3/match?access_token=%1" ).arg(tokenFace); sendData(url, data); } void FaceBaiDu::live( const QImage &img) { QList<QImage> imgs; if (!img.isNull()) { imgs << img; } live(imgs); } void FaceBaiDu::live( const QList<QImage> &imgs) { //记住最后一次处理的时间,限制频繁的调用 QDateTime now = QDateTime::currentDateTime(); if (lastTime.msecsTo(now) < 500) { return ; } lastTime = now; QStringList list; list.append( "[" ); int count = imgs.count(); for ( int i = 0; i < count; i++) { QString imgData = getImageData2(imgs.at(i)); list.append(QString( "{\"image\":\"%1\",\"image_type\":\"BASE64\"}" ).arg(imgData)); if (i < count - 1) { list.append( "," ); } } list.append( "]" ); QString data = list.join( "" ); QString url = QString( "https://aip.baidubce.com/rest/2.0/face/v3/faceverify?access_token=%1" ).arg(tokenFace); sendData(url, data); } void FaceBaiDu::idmatch( const QString &idcard, const QString &name) { QStringList list; list.append(QString( "{\"id_card_num\":\"%1\",\"name\":\"%2\"}" ).arg(idcard).arg(name)); QString data = list.join( "" ); QString url = QString( "https://aip.baidubce.com/rest/2.0/face/v3/person/idmatch?access_token=%1" ).arg(tokenFace); sendData(url, data); } void FaceBaiDu::idcard( const QImage &img, bool front) { QList<QHttpPart> httpParts; httpParts << dataToHttpPart(front ? "front" : "back" , "id_card_side" ); httpParts << dataToHttpPart(getImageData(img), "image" ); QString url = QString( "https://aip.baidubce.com/rest/2.0/ocr/v1/idcard?access_token=%1" ).arg(tokenOcr); sendData(url, httpParts); } void FaceBaiDu::bankcard( const QImage &img) { QList<QHttpPart> httpParts; httpParts << dataToHttpPart(getImageData(img), "image" ); QString url = QString( "https://aip.baidubce.com/rest/2.0/ocr/v1/bankcard?access_token=%1" ).arg(tokenOcr); sendData(url, httpParts); } void FaceBaiDu::driverLicense( const QImage &img) { QList<QHttpPart> httpParts; httpParts << dataToHttpPart(getImageData(img), "image" ); QString url = QString( "https://aip.baidubce.com/rest/2.0/ocr/v1/driving_license?access_token=%1" ).arg(tokenOcr); sendData(url, httpParts); } void FaceBaiDu::vehicleLicense( const QImage &img) { QList<QHttpPart> httpParts; httpParts << dataToHttpPart(getImageData(img), "image" ); QString url = QString( "https://aip.baidubce.com/rest/2.0/ocr/v1/vehicle_license?access_token=%1" ).arg(tokenOcr); sendData(url, httpParts); } |
分类:
Qt/C++杂七杂八
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