Qt封装百度人脸识别+图像识别

原创
2018/08/13 22:00
阅读数 9.9K

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);
}

 

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您好,请问你还找工作吗
2018/09/27 15:29
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您好,我是北京伟东教育科技有限公司商务运营人员,想邀请您做一些线上的技术项目分享以及商务性的合作,可以沟通一下吗
2018/08/21 16:17
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飞扬青云博主

引用来自“cardinalinux”的评论

老哥,这个身份证是真的假的,如果是真的别就这么放出来吧
谢谢你的提醒,是假的!
2018/08/17 14:31
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这是C++ 的代码吗?
2018/08/15 00:12
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老哥,这个身份证是真的假的,如果是真的别就这么放出来吧
2018/08/14 10:14
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建议将代码托管到码云:)
2018/08/14 08:53
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