赞
踩
百度云人脸识别属于免费的 个人认证一秒内QPS别超过两次,企业认证后一秒别超过十次 是不收费的
1、首先,开通一个百度云账号
在产品服务里面找到人脸识别这个产品
2、点开之后选择创建应用
3、创建一个应用、起一个名称 点击创建即可
4、打开创建好的应用列表,注意一会就是用的这里的APPID 还有A、K
开始上代码,先说场景,这里的需求是显示类似于支付宝刷脸登陆的那种,作为后台来说,只能是前台把照片传给我们,我们再去对比,一开始那种眨眨眼、摇摇头等,那是前端要做的活,只是检测是否为活体,防止用户手动拍着一张静态照片通过,在进行活体检测的时候,百度会给APP端或者前端多张图片,比如说主图、点头的图、摇头图等,我们拿到这些图后,一般拿主图去对比,毕竟可能是唯一的一张正脸照,取出之前存的本人照片,两张都要转成base64去对比
- package com.zpkj.common.utils.baiduCloud;
-
- import org.json.JSONObject;
-
- import java.io.BufferedReader;
- import java.io.InputStreamReader;
- import java.net.HttpURLConnection;
- import java.net.URL;
- import java.util.List;
- import java.util.Map;
-
- /**
- * Created by 姚洪强 on 2018/8/29.
- */
- public class AuthService {
- /**
- * 获取权限token
- * @return 返回示例:
- * {
- * "access_token": "24.460da4889caad24cccdb1fea17221975.2592000.1491995545.282335-1234567",
- * "expires_in": 2592000
- * }
- */
- public static String getAuth() {
- // 官网获取的 API Key 更新为你注册的
- String clientId = "必须填写";
- // 官网获取的 Secret Key 更新为你注册的
- String clientSecret = "必须填写";
- return getAuth(clientId, clientSecret);
- }
-
- /**
- * 获取API访问token
- * 该token有一定的有效期,需要自行管理,当失效时需重新获取.
- * @param ak - 百度云官网获取的 API Key
- * @param sk - 百度云官网获取的 Securet Key
- * @return assess_token 示例:
- * "24.460da4889caad24cccdb1fea17221975.2592000.1491995545.282335-1234567"
- */
- public static String getAuth(String ak, String sk) {
- // 获取token地址
- String authHost = "https://aip.baidubce.com/oauth/2.0/token?";
- String getAccessTokenUrl = authHost
- // 1. grant_type为固定参数
- + "grant_type=client_credentials"
- // 2. 官网获取的 API Key
- + "&client_id=" + ak
- // 3. 官网获取的 Secret Key
- + "&client_secret=" + sk;
- try {
- URL realUrl = new URL(getAccessTokenUrl);
- // 打开和URL之间的连接
- HttpURLConnection connection = (HttpURLConnection) realUrl.openConnection();
- connection.setRequestMethod("GET");
- connection.connect();
- // 获取所有响应头字段
- Map<String, List<String>> map = connection.getHeaderFields();
- // 遍历所有的响应头字段
- for (String key : map.keySet()) {
- System.err.println(key + "--->" + map.get(key));
- }
- // 定义 BufferedReader输入流来读取URL的响应
- BufferedReader in = new BufferedReader(new InputStreamReader(connection.getInputStream()));
- String result = "";
- String line;
- while ((line = in.readLine()) != null) {
- result += line;
- }
- /**
- * 返回结果示例
- */
- System.err.println("result:" + result);
- JSONObject jsonObject = new JSONObject(result);
- String access_token = jsonObject.getString("access_token");
- return access_token;
- } catch (Exception e) {
- System.err.printf("获取token失败!");
- e.printStackTrace(System.err);
- }
- return null;
- }
- }
- package com.zpkj.common.utils.baiduCloud;
-
-
-
- import com.zpkj.common.utils.baiduCloud.until.Base64Util;
- import com.zpkj.common.utils.baiduCloud.until.FileUtil;
- import com.zpkj.common.utils.baiduCloud.until.GsonUtils;
- import com.zpkj.common.utils.baiduCloud.until.HttpUtil;
- import lombok.extern.slf4j.Slf4j;
-
- import java.util.ArrayList;
- import java.util.HashMap;
- import java.util.List;
- import java.util.Map;
-
- /**
- * Created by 姚洪强 on 2018/8/29.
- */
- @Slf4j
- public class FaceMatch {
- /**
- * 重要提示代码中所需工具类
- * FileUtil,Base64Util,HttpUtil,GsonUtils请从
- * https://ai.baidu.com/file/658A35ABAB2D404FBF903F64D47C1F72
- * https://ai.baidu.com/file/C8D81F3301E24D2892968F09AE1AD6E2
- * https://ai.baidu.com/file/544D677F5D4E4F17B4122FBD60DB82B3
- * https://ai.baidu.com/file/470B3ACCA3FE43788B5A963BF0B625F3
- * 下载
- */
- public static String match(String image1Url,String image2Url) {
- // 请求url
- String url = "https://aip.baidubce.com/rest/2.0/face/v3/match";
- try {
-
- byte[] bytes1 = FileUtil.readFileByBytes(image1Url);
- byte[] bytes2 = FileUtil.readFileByBytes(image2Url);
- String image1 = Base64Util.encode(bytes1);
- String image2 = Base64Util.encode(bytes2);
-
- List<Map<String, Object>> images = new ArrayList<>();
-
- Map<String, Object> map1 = new HashMap<>();
- map1.put("image", image1);
- map1.put("image_type", "BASE64");
- map1.put("face_type", "LIVE");
- map1.put("quality_control", "LOW");
- map1.put("liveness_control", "NONE");
-
- Map<String, Object> map2 = new HashMap<>();
- map2.put("image", image2);
- map2.put("image_type", "BASE64");
- map2.put("face_type", "LIVE");
- map2.put("quality_control", "LOW");
- map2.put("liveness_control", "NONE");
-
- images.add(map1);
- images.add(map2);
-
- String param = GsonUtils.toJson(images);
-
- // 注意这里仅为了简化编码每一次请求都去获取access_token,线上环境access_token有过期时间, 客户端可自行缓存,过期后重新获取。
- String auth = AuthService.getAuth();
- String accessToken = auth;
-
- String result = HttpUtil.post(url, accessToken, "application/json", param);
- return result;
- } catch (Exception e) {
- return "1";
- }
- }
-
- public static String newMatchFace(byte[] bytes1,String image2Url) {
- // 请求url
- String url = "https://aip.baidubce.com/rest/2.0/face/v3/match";
- try {
-
- byte[] bytes2 = FileUtil.readFileByBytes(image2Url);
- String image1 = Base64Util.encode(bytes1);
- String image2 = Base64Util.encode(bytes2);
-
- List<Map<String, Object>> images = new ArrayList<>();
-
- Map<String, Object> map1 = new HashMap<>();
- map1.put("image", image1);
- map1.put("image_type", "BASE64");
- map1.put("face_type", "LIVE");
- map1.put("quality_control", "LOW");
- map1.put("liveness_control", "NORMAL");
-
- Map<String, Object> map2 = new HashMap<>();
- map2.put("image", image2);
- map2.put("image_type", "BASE64");
- map2.put("face_type", "LIVE");
- map2.put("quality_control", "LOW");
- map2.put("liveness_control", "NORMAL");
-
- images.add(map1);
- images.add(map2);
-
- String param = GsonUtils.toJson(images);
-
- // 注意这里仅为了简化编码每一次请求都去获取access_token,线上环境access_token有过期时间, 客户端可自行缓存,过期后重新获取。
- String auth = AuthService.getAuth();
- String accessToken = auth;
-
- String result = HttpUtil.post(url, accessToken, "application/json", param);
- return result;
- } catch (Exception e) {
- return "1";
- }
- }
-
- public static String newMatchFaceGd(byte[] bytes1,byte[] bytes2) {
- // 请求url
- String url = "https://aip.baidubce.com/rest/2.0/face/v3/match";
- try {
-
- String image1 = Base64Util.encode(bytes1);
- String image2 = Base64Util.encode(bytes2);
-
- List<Map<String, Object>> images = new ArrayList<>();
-
- Map<String, Object> map1 = new HashMap<>();
- map1.put("image", image1);
- map1.put("image_type", "BASE64");
- map1.put("face_type", "LIVE");
- map1.put("quality_control", "LOW");
- map1.put("liveness_control", "NORMAL");
-
- Map<String, Object> map2 = new HashMap<>();
- map2.put("image", image2);
- map2.put("image_type", "BASE64");
- map2.put("face_type", "LIVE");
- map2.put("quality_control", "LOW");
- map2.put("liveness_control", "NORMAL");
-
- images.add(map1);
- images.add(map2);
-
- String param = GsonUtils.toJson(images);
-
- // 注意这里仅为了简化编码每一次请求都去获取access_token,线上环境access_token有过期时间, 客户端可自行缓存,过期后重新获取。
- String auth = AuthService.getAuth();
- String accessToken = auth;
- log.info("scr为---------------------------{}"+accessToken);
-
- String result = HttpUtil.post(url, accessToken, "application/json", param);
- return result;
- } catch (Exception e) {
- return "1";
- }
- }
-
- // public static void main(String[] args) {
- // String match = FaceMatch.match("E:\\zpkj\\file\\enclosure\\2019\\04\\11\\7addcf27-4152-478a-857e-fc745822c5be.jpeg", "E:\\zpkj\\file\\enclosure\\2019\\04\\11\\c0d8c232-118c-41c7-87e5-34bad2aed13b.jpeg");
- // System.out.println(match.toString());
- //
- // }
- }
上面这两个是工具类,可以先把我注释掉的main方法 打开测试一下,下面上依赖文件
- package com.zpkj.common.utils.baiduCloud.until;
-
- import org.springframework.web.multipart.MultipartFile;
-
- import java.io.*;
-
- /**
- * Created by 姚洪强 on 2018/7/22.
- */
- public class BASE64DecodedMultipartFile implements MultipartFile {
-
- private final byte[] imgContent;
- private final String header;
-
- public BASE64DecodedMultipartFile(byte[] imgContent, String header) {
- this.imgContent = imgContent;
- this.header = header.split(";")[0];
- }
-
- public String getName() {
- // TODO - implementation depends on your requirements
- return System.currentTimeMillis() + Math.random() + "." + header.split("/")[1];
- }
-
- public String getOriginalFilename() {
- // TODO - implementation depends on your requirements
- return System.currentTimeMillis() + (int)Math.random() * 10000 + "." + header.split("/")[1];
- }
-
- public String getContentType() {
- // TODO - implementation depends on your requirements
- return header.split(":")[1];
- }
-
- public boolean isEmpty() {
- return imgContent == null || imgContent.length == 0;
- }
-
- public long getSize() {
- return imgContent.length;
- }
-
- public byte[] getBytes() throws IOException {
- return imgContent;
- }
-
- public InputStream getInputStream() throws IOException {
- return new ByteArrayInputStream(imgContent);
- }
-
- public void transferTo(File dest) throws IOException, IllegalStateException {
- new FileOutputStream(dest).write(imgContent);
- }
- }
- package com.zpkj.common.utils.baiduCloud.until;
-
- /**
- * Base64 工具类
- */
- public class Base64Util {
- private static final char last2byte = (char) Integer.parseInt("00000011", 2);
- private static final char last4byte = (char) Integer.parseInt("00001111", 2);
- private static final char last6byte = (char) Integer.parseInt("00111111", 2);
- private static final char lead6byte = (char) Integer.parseInt("11111100", 2);
- private static final char lead4byte = (char) Integer.parseInt("11110000", 2);
- private static final char lead2byte = (char) Integer.parseInt("11000000", 2);
- private static final char[] encodeTable = new char[]{'A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J', 'K', 'L', 'M', 'N', 'O', 'P', 'Q', 'R', 'S', 'T', 'U', 'V', 'W', 'X', 'Y', 'Z', 'a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j', 'k', 'l', 'm', 'n', 'o', 'p', 'q', 'r', 's', 't', 'u', 'v', 'w', 'x', 'y', 'z', '0', '1', '2', '3', '4', '5', '6', '7', '8', '9', '+', '/'};
-
- public Base64Util() {
- }
-
- public static String encode(byte[] from) {
- StringBuilder to = new StringBuilder((int) ((double) from.length * 1.34D) + 3);
- int num = 0;
- char currentByte = 0;
-
- int i;
- for (i = 0; i < from.length; ++i) {
- for (num %= 8; num < 8; num += 6) {
- switch (num) {
- case 0:
- currentByte = (char) (from[i] & lead6byte);
- currentByte = (char) (currentByte >>> 2);
- case 1:
- case 3:
- case 5:
- default:
- break;
- case 2:
- currentByte = (char) (from[i] & last6byte);
- break;
- case 4:
- currentByte = (char) (from[i] & last4byte);
- currentByte = (char) (currentByte << 2);
- if (i + 1 < from.length) {
- currentByte = (char) (currentByte | (from[i + 1] & lead2byte) >>> 6);
- }
- break;
- case 6:
- currentByte = (char) (from[i] & last2byte);
- currentByte = (char) (currentByte << 4);
- if (i + 1 < from.length) {
- currentByte = (char) (currentByte | (from[i + 1] & lead4byte) >>> 4);
- }
- }
-
- to.append(encodeTable[currentByte]);
- }
- }
-
- if (to.length() % 4 != 0) {
- for (i = 4 - to.length() % 4; i > 0; --i) {
- to.append("=");
- }
- }
-
- return to.toString();
- }
- }
- package com.zpkj.common.utils.baiduCloud.until;
-
- import org.springframework.web.multipart.MultipartFile;
- import sun.misc.BASE64Encoder;
-
- /**
- * Created by 姚洪强 on 2019/4/11.
- */
- public class FileToBase64 {
- public static String test(MultipartFile file) throws Exception{
- BASE64Encoder base64Encoder =new BASE64Encoder();
- String originalFilename = file.getOriginalFilename();
- String base64EncoderImg ="data:"+file.getContentType()+";base64,"+ base64Encoder.encode(file.getBytes());
- return base64EncoderImg;
- }
- }
- package com.zpkj.common.utils.baiduCloud.until;
-
- import java.io.*;
-
- /**
- * 文件读取工具类
- */
- public class FileUtil {
-
- public static final int BUFFER_SIZE = 2 * 1024;
-
- /**
- * 读取文件内容,作为字符串返回
- */
- public static String readFileAsString(String filePath) throws IOException {
- File file = new File(filePath);
- if (!file.exists()) {
- throw new FileNotFoundException(filePath);
- }
-
- if (file.length() > 1024 * 1024 * 1024) {
- throw new IOException("File is too large");
- }
-
- StringBuilder sb = new StringBuilder((int) (file.length()));
- // 创建字节输入流
- FileInputStream fis = new FileInputStream(filePath);
- // 创建一个长度为10240的Buffer
- byte[] bbuf = new byte[10240];
- // 用于保存实际读取的字节数
- int hasRead = 0;
- while ( (hasRead = fis.read(bbuf)) > 0 ) {
- sb.append(new String(bbuf, 0, hasRead));
- }
- fis.close();
- return sb.toString();
- }
-
- /**
- * 根据文件路径读取byte[] 数组
- */
- public static byte[] readFileByBytes(String filePath) throws IOException {
- File file = new File(filePath);
- if (!file.exists()) {
- throw new FileNotFoundException(filePath);
- } else {
- ByteArrayOutputStream bos = new ByteArrayOutputStream((int) file.length());
- BufferedInputStream in = null;
-
- try {
- in = new BufferedInputStream(new FileInputStream(file));
- short bufSize = 1024;
- byte[] buffer = new byte[bufSize];
- int len1;
- while (-1 != (len1 = in.read(buffer, 0, bufSize))) {
- bos.write(buffer, 0, len1);
- }
-
- byte[] var7 = bos.toByteArray();
- return var7;
- } finally {
- try {
- if (in != null) {
- in.close();
- }
- } catch (IOException var14) {
- var14.printStackTrace();
- }
-
- bos.close();
- }
- }
- }
- }
- /*
- * Copyright (C) 2017 Baidu, Inc. All Rights Reserved.
- */
- package com.zpkj.common.utils.baiduCloud.until;
-
- import com.google.gson.Gson;
- import com.google.gson.GsonBuilder;
- import com.google.gson.JsonParseException;
-
- import java.lang.reflect.Type;
-
- /**
- * Json工具类.
- */
- public class GsonUtils {
- private static Gson gson = new GsonBuilder().create();
-
- public static String toJson(Object value) {
- return gson.toJson(value);
- }
-
- public static <T> T fromJson(String json, Class<T> classOfT) throws JsonParseException {
- return gson.fromJson(json, classOfT);
- }
-
- public static <T> T fromJson(String json, Type typeOfT) throws JsonParseException {
- return (T) gson.fromJson(json, typeOfT);
- }
- }
- package com.zpkj.common.utils.baiduCloud.until;
-
- import java.io.BufferedReader;
- import java.io.DataOutputStream;
- import java.io.InputStreamReader;
- import java.net.HttpURLConnection;
- import java.net.URL;
- import java.util.List;
- import java.util.Map;
-
- /**
- * http 工具类
- */
- public class HttpUtil {
-
- public static String post(String requestUrl, String accessToken, String params)
- throws Exception {
- String contentType = "application/x-www-form-urlencoded";
- return HttpUtil.post(requestUrl, accessToken, contentType, params);
- }
-
- public static String post(String requestUrl, String accessToken, String contentType, String params)
- throws Exception {
- String encoding = "UTF-8";
- if (requestUrl.contains("nlp")) {
- encoding = "GBK";
- }
- return HttpUtil.post(requestUrl, accessToken, contentType, params, encoding);
- }
-
- public static String post(String requestUrl, String accessToken, String contentType, String params, String encoding)
- throws Exception {
- String url = requestUrl + "?access_token=" + accessToken;
- return HttpUtil.postGeneralUrl(url, contentType, params, encoding);
- }
-
- public static String postGeneralUrl(String generalUrl, String contentType, String params, String encoding)
- throws Exception {
- URL url = new URL(generalUrl);
- // 打开和URL之间的连接
- HttpURLConnection connection = (HttpURLConnection) url.openConnection();
- connection.setRequestMethod("POST");
- // 设置通用的请求属性
- connection.setRequestProperty("Content-Type", contentType);
- connection.setRequestProperty("Connection", "Keep-Alive");
- connection.setUseCaches(false);
- connection.setDoOutput(true);
- connection.setDoInput(true);
-
- // 得到请求的输出流对象
- DataOutputStream out = new DataOutputStream(connection.getOutputStream());
- out.write(params.getBytes(encoding));
- out.flush();
- out.close();
-
- // 建立实际的连接
- connection.connect();
- // 获取所有响应头字段
- Map<String, List<String>> headers = connection.getHeaderFields();
- // 遍历所有的响应头字段
- for (String key : headers.keySet()) {
- System.err.println(key + "--->" + headers.get(key));
- }
- // 定义 BufferedReader输入流来读取URL的响应
- BufferedReader in = null;
- in = new BufferedReader(
- new InputStreamReader(connection.getInputStream(), encoding));
- String result = "";
- String getLine;
- while ((getLine = in.readLine()) != null) {
- result += getLine;
- }
- in.close();
- System.err.println("result:" + result);
- return result;
- }
- }
- package com.zpkj.common.utils.baiduCloud.until;
-
- import org.springframework.web.multipart.MultipartFile;
- import sun.misc.BASE64Decoder;
-
- import java.io.IOException;
-
- /**
- * Created by 姚洪强 on 2018/7/22.
- */
- public class MultipartFileUtil {
- public static MultipartFile base64ToMultipart(String base64) {
- try {
- String[] baseStrs = base64.split(",");
- BASE64Decoder decoder = new BASE64Decoder();
- byte[] b = new byte[0];
- b = decoder.decodeBuffer(baseStrs[1]);
-
- for(int i = 0; i < b.length; ++i) {
- if (b[i] < 0) {
- b[i] += 256;
- }
- }
-
- return new BASE64DecodedMultipartFile(b, baseStrs[0]);
- } catch (IOException e) {
- e.printStackTrace();
- return null;
- }
- }
-
- }
以上就是全部代码,调用工具类返回的result可以读取出来,里面有人脸识别的分值,可以通过自定义分数来判定用户人脸识别是否通过。
Copyright © 2003-2013 www.wpsshop.cn 版权所有,并保留所有权利。