内容简介: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qt
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
QByteArray FaceBaiDu::getImageData(const QImage &img) { QImage image = img; 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); }
以上所述就是小编给大家介绍的《原 荐 Qt封装百度人脸识别+图像识别》,希望对大家有所帮助,如果大家有任何疑问请给我留言,小编会及时回复大家的。在此也非常感谢大家对 码农网 的支持!
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数据结构与算法:python语言实现
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