Java实现调用百度AI开放云平台 人脸识别API

               

1.注册开发人员并查看官网API文档

   网址:http://ai.baidu.com/docs



2.在管理中心创建应用及查看相关参数 AppID APIKey SecretKey都需要保存起来


3.开发测试

 3.1、调用百度云人脸识别API需要两步

       1、首先根据创建的应用,获取token,该token有效期为1个月。token的授权服务地址:https://aip.baidubce.com/oauth/2.0/token;

                    发送请求(推荐使用POST),并在URL中带上以下参数:

                        grant_type: 必须参数,固定为“client_credentials”;

                        client_id: 必须参数,应用的API Key;

                        client_secret: 必须参数,应用的Secret Key;

       2、根据token调用api,服务地址:https://aip.baidubce.com/rest/2.0/face/v1/detect


具体实现代码如下:

package com.zmx.baiduaitest;import org.apache.http.client.methods.CloseableHttpResponse;import java.util.HashMap;import java.util.Map;/** * Created by zhangwenchao on 2017/9/29. */public class FaceAPITest {    public static void main(String[] args) {        //  getToKenTest() ;        faceDetecttest();    }    //获取token    public static void getToKenTest(){        //使用其测试百度云API---获取token        //url: http://console.bce.baidu.com/ai        String APPID ="10201***"; //管理中心获得        //百度人脸识别应用apikey        String API_KEY = "WVsGWvDxyn55hW8P*******"; //管理中心获得        //百度人脸识别应用sercetkey        String SERCET_KEY = "z0uSr16LGyTNIMRRnP6f8jCL*****"; //管理中心获得        //百度人脸识别token 有效期一个月        String TOKEN = null;        String access_token_url = "https://aip.baidubce.com/oauth/2.0/token?grant_type=client_credentials"                +"&client_id="+API_KEY +"&client_secret="+SERCET_KEY;        CloseableHttpResponse response =  HttpClientUtils.doHttpsGet(access_token_url,null);        System.out.println(HttpClientUtils.toString(response));        //得到token = 24.1d786b9cdbdd8ac7cf55d56c7f38372b.2592000.1509244497.282335-10201425    }    //使用token调用API    public static void faceDetecttest(){        String token = "24.1d786b9cdbdd8ac7cf55d56c7f38372b.2592000.1509244497.282335-10201425";        String Filepath = "E:/test.jpg";        String image = Base64ImageUtils.GetImageStrFromPath(Filepath);        String url = "https://aip.baidubce.com/rest/2.0/face/v1/detect?access_token="+token;        Map<String, String> headers = new HashMap<String, String>();        headers.put("Content-Type", "application/x-www-form-urlencoded");        Map<String, String> bodys = new HashMap<String, String>();        bodys.put("image", image);        bodys.put("face_fields", "age,beauty,expression,gender,glasses,race,qualities");        try {            CloseableHttpResponse response =  HttpClientUtils.doHttpsPost(url,headers,bodys);            System.out.println(HttpClientUtils.toString(response));        } catch (Exception e) {            e.printStackTrace();        }    }}

上述用到了几个工具类如下:

HttpClientUtils.java:httpclient工具类用于发起get、post请求

package com.zmx.baiduaitest;import org.apache.http.*;import org.apache.http.client.CookieStore;import org.apache.http.client.config.AuthSchemes;import org.apache.http.client.config.CookieSpecs;import org.apache.http.client.config.RequestConfig;import org.apache.http.client.entity.UrlEncodedFormEntity;import org.apache.http.client.methods.CloseableHttpResponse;import org.apache.http.client.methods.HttpGet;import org.apache.http.client.methods.HttpPost;import org.apache.http.client.protocol.HttpClientContext;import org.apache.http.config.Registry;import org.apache.http.config.RegistryBuilder;import org.apache.http.conn.socket.ConnectionSocketFactory;import org.apache.http.conn.socket.PlainConnectionSocketFactory;import org.apache.http.conn.ssl.NoopHostnameVerifier;import org.apache.http.conn.ssl.SSLConnectionSocketFactory;import org.apache.http.cookie.Cookie;import org.apache.http.impl.client.*;import org.apache.http.impl.conn.PoolingHttpClientConnectionManager;import org.apache.http.message.BasicNameValuePair;import org.apache.http.util.EntityUtils;import javax.net.ssl.SSLContext;import javax.net.ssl.TrustManager;import javax.net.ssl.X509TrustManager;import java.io.IOException;import java.security.KeyManagementException;import java.security.NoSuchAlgorithmException;import java.security.cert.CertificateException;import java.security.cert.X509Certificate;import java.util.ArrayList;import java.util.Arrays;import java.util.List;import java.util.Map;/** * HttpClient4.5.X实现的工具类 * 可以实现http和ssl的get/post请求 */public class HttpClientUtils{    //创建HttpClientContext上下文    private static HttpClientContext context = HttpClientContext.create();    //请求配置    private static RequestConfig requestConfig = RequestConfig.custom()                    .setConnectTimeout(120000)                    .setSocketTimeout(60000)                    .setConnectionRequestTimeout(60000)                    .setCookieSpec(CookieSpecs.STANDARD_STRICT)                    .setExpectContinueEnabled(true)                    .setTargetPreferredAuthSchemes(Arrays.asList(AuthSchemes.NTLM, AuthSchemes.DIGEST))                    .setProxyPreferredAuthSchemes(Arrays.asList(AuthSchemes.BASIC)).build();    //SSL的连接工厂    private static SSLConnectionSocketFactory socketFactory = null;    //信任管理器--用于ssl连接    private static TrustManager manager = new X509TrustManager() {        public void checkClientTrusted(X509Certificate[] x509Certificates, String s) throws CertificateException {        }        public void checkServerTrusted(X509Certificate[] x509Certificates, String s) throws CertificateException {        }        public X509Certificate[] getAcceptedIssuers() {            return null;        }    };    //ssl请求    private static void enableSSL() {        try {            SSLContext sslContext = SSLContext.getInstance("TLS");            sslContext.init(null, new TrustManager[]{manager}, null);            socketFactory = new SSLConnectionSocketFactory(sslContext, NoopHostnameVerifier.INSTANCE);        } catch (NoSuchAlgorithmException e) {            e.printStackTrace();        } catch (KeyManagementException e) {            e.printStackTrace();        }    }    /**     * https get请求     * @param url     * @param data     * @return     * @throws IOException     */    public static CloseableHttpResponse doHttpsGet(String url, String data){        enableSSL();        Registry<ConnectionSocketFactory> socketFactoryRegistry = RegistryBuilder.<ConnectionSocketFactory>create()                                                   .register("http", PlainConnectionSocketFactory.INSTANCE)                                                   .register("https", socketFactory).build();        PoolingHttpClientConnectionManager connectionManager = new PoolingHttpClientConnectionManager(socketFactoryRegistry);        CloseableHttpClient httpClient = HttpClients.custom()                                        .setConnectionManager(connectionManager)                                        .setDefaultRequestConfig(requestConfig).build();        HttpGet httpGet = new HttpGet(url);        CloseableHttpResponse response = null;        try {            response = httpClient.execute(httpGet, context);        }catch (Exception e){            e.printStackTrace();        }        return response;    }    /**     * https post请求 参数为名值对     * @param url     * @param headers     * @param bodys     * @return     * @throws IOException     */    public static CloseableHttpResponse doHttpsPost(String url, Map<String, String> headers, Map<String, String> bodys) {        enableSSL();        Registry<ConnectionSocketFactory> socketFactoryRegistry = RegistryBuilder.<ConnectionSocketFactory>create()                                                       .register("http", PlainConnectionSocketFactory.INSTANCE)                                                       .register("https", socketFactory).build();        PoolingHttpClientConnectionManager connectionManager = new PoolingHttpClientConnectionManager(socketFactoryRegistry);        CloseableHttpClient httpClient = HttpClients.custom()                                         .setConnectionManager(connectionManager)                                         .setDefaultRequestConfig(requestConfig).build();        HttpPost httpPost = new HttpPost(url);        for (Map.Entry<String, String> e : headers.entrySet()) {            httpPost.addHeader(e.getKey(), e.getValue());        }        if (bodys != null) {            List<NameValuePair> nameValuePairList = new ArrayList<NameValuePair>();            for (String key : bodys.keySet()) {                nameValuePairList.add(new BasicNameValuePair(key, bodys.get(key)));            }            UrlEncodedFormEntity formEntity = new UrlEncodedFormEntity(nameValuePairList, Consts.UTF_8);            formEntity.setContentType("application/x-www-form-urlencoded; charset=UTF-8");            httpPost.setEntity(formEntity);        }        CloseableHttpResponse response = null;        try {            response = httpClient.execute(httpPost, context);        }catch (Exception e){}        return response;    }    /**     * https post请求 参数为名值对     * @param url     * @param values     * @return     * @throws IOException     */    public static CloseableHttpResponse doHttpsPost(String url, List<NameValuePair> values) {        enableSSL();        Registry<ConnectionSocketFactory> socketFactoryRegistry = RegistryBuilder.<ConnectionSocketFactory>create()                                                       .register("http", PlainConnectionSocketFactory.INSTANCE)                                                       .register("https", socketFactory).build();        PoolingHttpClientConnectionManager connectionManager = new PoolingHttpClientConnectionManager(socketFactoryRegistry);        CloseableHttpClient httpClient = HttpClients.custom()                                         .setConnectionManager(connectionManager)                                         .setDefaultRequestConfig(requestConfig).build();        HttpPost httpPost = new HttpPost(url);        UrlEncodedFormEntity entity = new UrlEncodedFormEntity(values, Consts.UTF_8);        httpPost.setEntity(entity);        CloseableHttpResponse response = null;        try {            response = httpClient.execute(httpPost, context);        }catch (Exception e){}        return response;    }    /**     * http get     * @param url     * @param data     * @return     */    public static CloseableHttpResponse doGet(String url, String data) {        CookieStore cookieStore = new BasicCookieStore();        CloseableHttpClient httpClient = HttpClientBuilder.create()                            .setKeepAliveStrategy(new DefaultConnectionKeepAliveStrategy())                            .setRedirectStrategy(new DefaultRedirectStrategy())                            .setDefaultCookieStore(cookieStore)                            .setDefaultRequestConfig(requestConfig).build();        HttpGet httpGet = new HttpGet(url);        CloseableHttpResponse response = null;        try {            response = httpClient.execute(httpGet, context);        }catch (Exception e){}        return response;    }    /**     * http post     *     * @param url     * @param values     * @return     */    public static CloseableHttpResponse doPost(String url, List<NameValuePair> values) {        CookieStore cookieStore = new BasicCookieStore();        CloseableHttpClient httpClient = HttpClientBuilder.create()                            .setKeepAliveStrategy(new DefaultConnectionKeepAliveStrategy())                            .setRedirectStrategy(new DefaultRedirectStrategy())                            .setDefaultCookieStore(cookieStore)                            .setDefaultRequestConfig(requestConfig).build();        HttpPost httpPost = new HttpPost(url);        UrlEncodedFormEntity entity = new UrlEncodedFormEntity(values, Consts.UTF_8);        httpPost.setEntity(entity);        CloseableHttpResponse response = null;        try {            response = httpClient.execute(httpPost, context);        }catch (Exception e){}        return response;    }    /**     * 直接把Response内的Entity内容转换成String     *     * @param httpResponse     * @return     */    public static String toString(CloseableHttpResponse httpResponse) {        // 获取响应消息实体        String result = null;        try {            HttpEntity entity = httpResponse.getEntity();            if (entity != null) {                result = EntityUtils.toString(entity,"UTF-8");            }        }catch (Exception e){}finally {            try {                httpResponse.close();            } catch (IOException e) {                e.printStackTrace();            }        }        return result;    }    public static void main(String[] args){       //使用其测试百度云API---获取token       //url: http://console.bce.baidu.com/ai        String APPID ="10201425"; //管理中心获得        //百度人脸识别应用apikey        String API_KEY = "WVsGWvDxyn55hW8P0UR8shbo"; //管理中心获得        //百度人脸识别应用sercetkey        String SERCET_KEY = "z0uSr16LGyTNIMRRnP6f8jCLMLXAYkIj"; //管理中心获得        //百度人脸识别token 有效期一个月        String TOKEN = null;        String access_token_url = "https://aip.baidubce.com/oauth/2.0/token?grant_type=client_credentials"                                   +"&client_id="+API_KEY +"&client_secret="+SERCET_KEY;        CloseableHttpResponse response =  HttpClientUtils.doHttpsGet(access_token_url,null);        System.out.println(HttpClientUtils.toString(response));        //得到token = 24.1d786b9cdbdd8ac7cf55d56c7f38372b.2592000.1509244497.282335-10201425    }}

Base64ImageUtils.java:图片转换工具类,用于图片文件与base64数据格式图片进行互转
package com.zmx.baiduaitest;import java.io.FileInputStream;import java.io.FileOutputStream;import java.io.IOException;import java.io.InputStream;import java.io.OutputStream;import java.net.HttpURLConnection;import java.net.URL;import sun.misc.BASE64Decoder;import sun.misc.BASE64Encoder;/** * Created by zhangwenchao on 2017/9/29. * 本地或者网络图片资源转为Base64字符串 */public class Base64ImageUtils {    /**     * @Title: GetImageStrFromUrl     * @Description: 将一张网络图片转化成Base64字符串     * @param imgURL 网络资源位置     * @return Base64字符串     */    public static String GetImageStrFromUrl(String imgURL) {        byte[] data = null;        try {            // 创建URL            URL url = new URL(imgURL);            // 创建链接            HttpURLConnection conn = (HttpURLConnection) url.openConnection();            conn.setRequestMethod("GET");            conn.setConnectTimeout(5 * 1000);            InputStream inStream = conn.getInputStream();            data = new byte[inStream.available()];            inStream.read(data);            inStream.close();        } catch (IOException e) {            e.printStackTrace();        }        // 对字节数组Base64编码        BASE64Encoder encoder = new BASE64Encoder();        // 返回Base64编码过的字节数组字符串        return encoder.encode(data);    }    /**     * @Title: GetImageStrFromPath     * @Description: (将一张本地图片转化成Base64字符串)     * @param imgPath     * @return     */    public static String GetImageStrFromPath(String imgPath) {        InputStream in = null;        byte[] data = null;        // 读取图片字节数组        try {            in = new FileInputStream(imgPath);            data = new byte[in.available()];            in.read(data);            in.close();        } catch (IOException e) {            e.printStackTrace();        }        // 对字节数组Base64编码        BASE64Encoder encoder = new BASE64Encoder();        // 返回Base64编码过的字节数组字符串        return encoder.encode(data);    }    /**     * @Title: GenerateImage     * @Description: base64字符串转化成图片     * @param imgStr     * @param imgFilePath  图片文件名,如“E:/tmp.jpg”     * @return     */    public static boolean saveImage(String imgStr,String imgFilePath) {        if (imgStr == null) // 图像数据为空            return false;        BASE64Decoder decoder = new BASE64Decoder();        try {            // Base64解码            byte[] b = decoder.decodeBuffer(imgStr);            for (int i = 0; i < b.length; ++i) {                if (b[i] < 0) {// 调整异常数据                    b[i] += 256;                }            }            // 生成jpeg图片            OutputStream out = new FileOutputStream(imgFilePath);            out.write(b);            out.flush();            out.close();            return true;        } catch (Exception e) {            return false;        }    }}

3.2、人脸识别API使用方法

功能:检测人脸美丑及年龄

官网:http://ai.baidu.com/docs#FACE官网文档

请求参数:


是否必选 类型 说明
image string base64编码后的图片数据,图片大小不超过2M。
max_face_num uint32 最多处理人脸数目,默认值1
face_fields string 包括age,beauty,expression,faceshape,gender,glasses,landmark,race,qualities信息,逗号分隔,默认只返回人脸框、概率和旋转角度。
  • URL参数:

参数
access_token 通过API Key和Secret Key获取的access_token,参考“Access Token获取

  • Header如下:

参数
Content-Type application/x-www-form-urlencoded

  • Body中数据如下:
参数
image 图像base64编码
max_face_num 非必填,默认1
face_fields 非必填

 

3.3、返回JSON字符串内容解释

age 年龄  (目前官网还是没有说明年龄的误差范围)

beauty 美丑分数 0-100 越大值越美,如花识别年龄38  美丑评分21  表示不太合理

"result": [{    "expression": 0,    "face_probability": 1,    "glasses": 0,    "location": {      "height": 155,      "width": 136,      "left": 103,      "top": 49    },    "beauty": 21.201513290405,    "race": "yellow",    "expression_probablity": 0.77510279417038,    "rotation_angle": 9,    "yaw": 2.6519072055817,    "roll": 10.0813331604,    "qualities": {      "completeness": 0,      "occlusion": {        "left_eye": 0,        "chin": 0,        "mouth": 0,        "right_cheek": 0,        "left_cheek": 0,        "nose": 0,        "right_eye": 0      },      "blur": 0,      "type": {        "cartoon": 0.0060238856822252,        "human": 0.99397611618042      },      "illumination": 0    },    "gender_probability": 0.93728905916214,    "age": 37.866649627686,    "gender": "male",    "glasses_probability": 0.99999260902405,    "race_probability": 0.99436098337173,    "pitch": -17.080112457275  }],  "result_num": 1"log_id": 2045651588}


        对于其他API也是同样的方式进行调用,相信大家都可以举一反三,今天项目用到一些复杂的API可以直接使用第三方提供的API,大体调用方式都类似。






           

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转载自blog.csdn.net/qq_44894516/article/details/89358423