基于虹软人脸识别Demo android人脸识别
参加一个比赛,指定用虹软的人脸识别功能,奈何虹软人脸识别要自己建人脸库,不然就只能离线用,总不能装个样子,简单看了下虹软Demo,下面决定用这种简单方法实现在线人脸识别:
Android端(虹软Demo)取出人脸信息和姓名,人脸信息写入.data文件,存入手机本地------>取出文件上传至Python Djano后台,后台把文件保
存在工程下并把路径存入数据库------>Android端访问后台接口,遍历所有数据库中文件路径然后作为参数再次访问后台,得到所有人脸信息
文件和姓名,使用识别功能时,就可以开始和所有人脸信息比对,得到效果
Django 后台代码:
在工程下新建一个文件夹uploads,用来存放人脸数据.data文件
为简单实现,在setting.py中注释
#'django.middleware.csrf.CsrfViewMiddleware',
不然post请求被拦截,认真做工程不建议这样做
app.urls:
from django.conf.urls import url, include from . import views urlpatterns = [ url(r'^posts',views.posttest), url(r'^getallface',views.getface), url(r'^filedown',views.file_download), ] views.py #coding:utf-8 import json from imp import reload import sys import os from django.http import HttpResponse, HttpResponseRedirect, StreamingHttpResponse from django.shortcuts import render, render_to_response from django.template import RequestContext from faceproject.settings import BASE_DIR, MEDIA_ROOT reload(sys) from faceapp.models import face, Faceinfos, FaceinfoForm def getface(request): if request.method=='GET': WbAgreementModel = Faceinfos.objects.all() cflist = [] cfdata = {} cfdata["coding"] = 1 cfdata['message'] = 'success' for wam in WbAgreementModel: wlist = {} wlist['name'] = wam.username wlist['faceinfo']=wam.fileinfo cflist.append(wlist) cfdata['data'] = cflist return HttpResponse(json.dumps(cfdata, ensure_ascii=False), content_type="application/json") def posttest(request): if request.method=='POST': files=request.FILES['fileinfo'] if not files: return HttpResponse("no files for upload!") Faceinfos( username=request.POST['username'], fileinfo=MEDIA_ROOT+'/'+files.name ).save() f = open(os.path.join('uploads', files.name), 'wb') for line in files.chunks(): f.write(line) f.close() return HttpResponseRedirect('/face/') def file_download(request): global dirs if request.method=='GET': dirs=request.GET['dirs'] def file_iterator(file_name, chunk_size=512): with open(file_name) as f: while True: c = f.read(chunk_size) if c: yield c else: break the_file_name = dirs response = StreamingHttpResponse(file_iterator(the_file_name)) return response
Android代码,使用Okhttp进行网络连接
网络访问类:
public class HttpUtil { public static void sendOkHttpRequestPost(String address, RequestBody requestBody, okhttp3.Callback callback) { OkHttpClient client = new OkHttpClient(); Request request = new Request.Builder() .url(address) .post(requestBody) .build(); client.newCall(request).enqueue(callback); } public static void sendOkHttpRequestGET(String address, okhttp3.Callback callback) { OkHttpClient client = new OkHttpClient(); Request request = new Request.Builder() .url(address) .build(); client.newCall(request).enqueue(callback); } } public class downloadf { private static downloadf downloadUtil; private final OkHttpClient okHttpClient; public static downloadf get() { if (downloadUtil == null) { downloadUtil = new downloadf(); } return downloadUtil; } private downloadf() { okHttpClient = new OkHttpClient(); } /** * @param url 下载连接 * @param saveDir 储存下载文件的SDCard目录 * @param listener 下载监听 */ public void download(final String url, final String saveDir, final OnDownloadListener listener) { Request request = new Request.Builder().url(url).build(); okHttpClient.newCall(request).enqueue(new Callback() { @Override public void onFailure(Call call, IOException e) { // 下载失败 listener.onDownloadFailed(); } @Override public void onResponse(Call call, Response response) throws IOException { InputStream is = null; byte[] buf = new byte[2048]; int len = 0; FileOutputStream fos = null; // 储存下载文件的目录 String savePath = isExistDir(saveDir); try { is = response.body().byteStream(); long total = response.body().contentLength(); File file = new File(savePath, getNameFromUrl(url)); fos = new FileOutputStream(file); long sum = 0; while ((len = is.read(buf)) != -1) { fos.write(buf, 0, len); sum += len; int progress = (int) (sum * 1.0f / total * 100); // 下载中 listener.onDownloading(progress); } fos.flush(); // 下载完成 listener.onDownloadSuccess(); } catch (Exception e) { listener.onDownloadFailed(); } finally { try { if (is != null) is.close(); } catch (IOException e) { } try { if (fos != null) fos.close(); } catch (IOException e) { } } } }); } /** * @param saveDir * @return * @throws IOException * 判断下载目录是否存在 */ private String isExistDir(String saveDir) throws IOException { // 下载位置 File downloadFile = new File(Environment.getExternalStorageDirectory(), saveDir); if (!downloadFile.mkdirs()) { downloadFile.createNewFile(); } String savePath = downloadFile.getAbsolutePath(); return savePath; } /** * @param url * @return * 从下载连接中解析出文件名 */ @NonNull private String getNameFromUrl(String url) { return url.substring(url.lastIndexOf("/") + 1); } public interface OnDownloadListener { /** * 下载成功 */ void onDownloadSuccess(); /** * @param progress * 下载进度 */ void onDownloading(int progress); /** * 下载失败 */ void onDownloadFailed(); } }
使用:
MediaType type = MediaType.parse("application/octet-stream");//"text/xml;charset=utf-8" File file = new File(mDBPath +"/"+name+".data"); File file1=new File(mDBPath+"/face.txt"); RequestBody fileBody = RequestBody.create(type, file); RequestBody fileBody1 = RequestBody.create(type, file1); RequestBody requestBody1 = new MultipartBody.Builder() .setType(MultipartBody.FORM) .addFormDataPart("username",name) .addFormDataPart("fileinfo",name+".data",fileBody) .build(); HttpUtil.sendOkHttpRequestPost("http://120.79.51.57:8000/face/posts", requestBody1, new Callback() { @Override public void onFailure(Call call, IOException e) { Log.v("oetrihgdf","失败"); } @Override public void onResponse(Call call, Response response) throws IOException { Log.v("oifdhdfg","成功"); } }); HttpUtil.sendOkHttpRequestGET("http://120.79.51.57:8000/face/getallface", new Callback() { @Override public void onFailure(Call call, IOException e) { } @Override public void onResponse(Call call, Response response) throws IOException { final String responsedata=response.body().string(); runOnUiThread(new Runnable() { @Override public void run() { Gson gson=new Gson(); Facelist facelist= gson.fromJson(responsedata,new TypeToken<Facelist>(){}.getType()); faces.addAll(facelist.getData()); Log.v("faceilist",faces.get(0).getFaceinfo()); for (Face face:faces){ Log.v("orihgdofg",face.getFaceinfo()); downloadf.get().download("http://120.79.51.57:8000/face/filedown?"+"dir="+face.getFaceinfo(), getExternalCacheDir().getPath(), new downloadf.OnDownloadListener() { @Override public void onDownloadSuccess() { Log.v("jmhfgh","下载完成"); //Utils.showToast(MainActivity.this, "下载完成"); } @Override public void onDownloading(int progress) { // progressBar.setProgress(progress); } @Override public void onDownloadFailed() { Log.v("jmhfgh","下载失败"); // Utils.showToast(MainActivity.this, "下失败载失败"); } }); FileInputStream fs = null; try { fs = new FileInputStream(getExternalCacheDir().getPath()+"/"+face.getName()+".data"); ExtInputStream bos = new ExtInputStream(fs); //load version byte[] version_saved = bos.readBytes(); FaceDB.FaceRegist frface = new FaceDB.FaceRegist(face.getName()); AFR_FSDKFace fsdkFace = new AFR_FSDKFace(version_saved); frface.mFaceList.add(fsdkFace); mResgist.add(frface); } catch (FileNotFoundException e) { e.printStackTrace(); } catch (IOException e) { e.printStackTrace(); } } } }); } });
最后是SDK下载地址:https://ai.arcsoft.com.cn/ucenter/user/reg?utm_source=csdn1&utm_medium=referral