人脸识别
程序员文章站
2022-05-13 21:40:23
今天介绍的是通过face++联网API实现人脸识别功能、打开相机及从相册获取图片功能。 文档请到face++官网查看(https://www.faceplusplus.com.cn/) 程序的主流程: 1、创建一个人脸的集合FaceSet,用于存储人脸标识 face_token 调用face++的u ......
今天介绍的是通过face++联网API实现人脸识别功能、打开相机及从相册获取图片功能。
文档请到face++官网查看(https://www.faceplusplus.com.cn/)
程序的主流程:
1、创建一个人脸的集合FaceSet,用于存储人脸标识 face_token
调用face++的url:https://api-cn.faceplusplus.com/facepp/v3/faceset/create
1 RequestParams params = new RequestParams(); 2 params.put("api_key",Constant.Key); 3 params.put("api_secret",Constant.Secret); 4 params.put("display_name","FaceSet"); 5 params.put("outer_id","faceSet"); 6 7 HttpUtil.post(Constant.createUrl,params,new AsyncHttpResponseHandler(){ 8 @Override 9 public void onSuccess(String resultJson) { 10 super.onSuccess(resultJson); 11 Log.e("createFaceSet==Success","success"); 12 Log.e("resultJson===",resultJson.toString()); 13 } 14 15 @Override 16 public void onFailure(Throwable throwable, String resultJson) { 17 super.onFailure(throwable, resultJson); 18 Log.e("createFaceSet==Error","error"); 19 Log.e("resultJson===",resultJson.toString()); 20 Toast.makeText(MainActivity.this,"createFaceSet=="+resultJson.toString(),Toast.LENGTH_SHORT).show(); 21 } 22 });
2、传入图片进行人脸检测和人脸分析
调用face++的url:https://api-cn.faceplusplus.com/facepp/v3/detect
1 Bitmap bitmap = BitmapFactory.decodeFile(urlImg); 2 ByteArrayOutputStream outputStream = new ByteArrayOutputStream(); 3 bitmap.compress(Bitmap.CompressFormat.JPEG,100,outputStream ); 4 byte[] imagebyte = outputStream.toByteArray(); 5 String image_base64 = Constant.encode(imagebyte); 6 RequestParams params = new RequestParams(); 7 params.put("api_key", Constant.Key); 8 params.put("api_secret",Constant.Secret); 9 params.put("image_base64",image_base64); 10 params.put("return_attributes","gender,age"); 11 12 HttpUtil.post(Constant.detectUrl,params,new AsyncHttpResponseHandler(){ 13 @Override 14 public void onSuccess(String resultJson) { 15 super.onSuccess(resultJson); 16 Log.e("detect==testSuccess","success"); 17 Log.e("resultJson===",resultJson.toString()); 18 result.setText(resultJson.toString()); 19 if(resultJson != null){ 20 JSONObject object; 21 try { 22 object = new JSONObject(resultJson); 23 JSONArray array = object.getJSONArray("faces"); 24 String face_token = null; 25 for(int i = 0;i<array.length();i++){ 26 JSONObject oj = (JSONObject) array.get(i); 27 face_token = (String) oj.get("face_token"); 28 } 29 if(face_token != null){ 30 Log.e("face_token",face_token); 31 if (state == 1){ 32 addFace(face_token); 33 }else if(state == 2){ 34 serachFace(face_token); 35 }else{ 36 Toast.makeText(MainActivity.this,"state=="+state,Toast.LENGTH_SHORT).show(); 37 } 38 }else{ 39 Toast.makeText(MainActivity.this,"上传图片无法获取人脸标识",Toast.LENGTH_SHORT).show(); 40 } 41 } catch (JSONException e) { 42 e.printStackTrace(); 43 } 44 } 45 46 } 47 48 @Override 49 public void onFailure(Throwable throwable, String resultJson) { 50 super.onFailure(throwable, resultJson); 51 Log.e("detect==testError","error"); 52 Log.e("resultJson===",resultJson.toString()); 53 Toast.makeText(MainActivity.this,"detect=="+resultJson.toString(),Toast.LENGTH_SHORT).show(); 54 result.setText(resultJson.toString()); 55 } 56 });
3、为一个已创建的人脸集合FaceSet 添加人脸标识face_token
调用face++的url: https://api-cn.faceplusplus.com/facepp/v3/faceset/addface
1 RequestParams params = new RequestParams(); 2 params.put("api_key",Constant.Key); 3 params.put("api_secret",Constant.Secret); 4 params.put("faceset_token",faceset_token); 5 params.put("face_tokens",face_token); 6 7 HttpUtil.post(Constant.addfaceUrl,params,new AsyncHttpResponseHandler(){ 8 @Override 9 public void onSuccess(String resultJson) { 10 super.onSuccess(resultJson); 11 Log.e("addFace==Success","success"); 12 Log.e("resultJson===",resultJson.toString()); 13 JSONObject object; 14 try { 15 object = new JSONObject(resultJson); 16 int face_added = Integer.parseInt(object.getString("face_added")); 17 if(face_added > 0){ 18 Toast.makeText(MainActivity.this,"添加人脸标识成功!",Toast.LENGTH_SHORT).show(); 19 }else{ 20 Toast.makeText(MainActivity.this,"添加人脸标识失败!",Toast.LENGTH_SHORT).show(); 21 } 22 } catch (JSONException e) { 23 e.printStackTrace(); 24 } 25 } 26 27 @Override 28 public void onFailure(Throwable throwable, String resultJson) { 29 super.onFailure(throwable, resultJson); 30 Log.e("addFace==Error","error"); 31 Log.e("resultJson===",resultJson.toString()); 32 Toast.makeText(MainActivity.this,"addFace=="+resultJson.toString(),Toast.LENGTH_SHORT).show(); 33 } 34 });
4、在一个已有的人脸集合FaceSet 中找出与目标人脸最相似的一张或多张人脸,返回置信度和不同误识率下的阈值
调用face++的url:https://api-cn.faceplusplus.com/facepp/v3/search
1 RequestParams params = new RequestParams(); 2 params.put("api_key",Constant.Key); 3 params.put("api_secret",Constant.Secret); 4 params.put("face_token",face_token); 5 params.put("faceset_token",faceset_token); 6 /** 7 * 控制返回比对置信度最高的结果的数量。合法值为一个范围 [1,5] 的整数。默认值为 1 8 */ 9 10 HttpUtil.post(Constant.searchUrl,params,new AsyncHttpResponseHandler(){ 11 @Override 12 public void onSuccess(String resultJson) { 13 super.onSuccess(resultJson); 14 Log.e("serachFace==Success","success"); 15 Log.e("resultJson===",resultJson.toString()); 16 JSONObject object; 17 try { 18 object = new JSONObject(resultJson); 19 JSONArray array = object.getJSONArray("results"); 20 //比对结果置信度 21 int confidence = 0; 22 for(int i = 0;i<array.length();i++){ 23 JSONObject oj = (JSONObject) array.get(i); 24 confidence = oj.getInt("confidence"); 25 } 26 if(confidence != 0){ 27 Log.e("confidence",confidence+""); 28 if(confidence >= 80){ 29 AlertDialog.Builder builder = new AlertDialog.Builder(MainActivity.this); 30 builder.setTitle("比对结果"); 31 builder.setMessage("通过"); 32 byte[] requestData; 33 requestData = CommandGenerate.generateLockCmd(CommandGenerate.CMD.UNLOCK,4); 34 sendDataToSerial(requestData); 35 builder.show(); 36 }else{ 37 AlertDialog.Builder builder = new AlertDialog.Builder(MainActivity.this); 38 builder.setTitle("比对结果"); 39 builder.setMessage("未通过"); 40 builder.show(); 41 //Toast.makeText(MainActivity.this,"比对结果置信度低于80=="+confidence,Toast.LENGTH_SHORT).show(); 42 } 43 }else { 44 Toast.makeText(MainActivity.this,"FaceSet中未搜索到相吻合的信息",Toast.LENGTH_SHORT).show(); 45 } 46 } catch (JSONException e) { 47 e.printStackTrace(); 48 } 49 } 50 @Override 51 public void onFailure(Throwable throwable, String resultJson) { 52 super.onFailure(throwable, resultJson); 53 Log.e("serachFace==Error","error"); 54 Log.e("resultJson===",resultJson.toString()); 55 Toast.makeText(MainActivity.this,"serachFace=="+resultJson.toString(),Toast.LENGTH_SHORT).show(); 56 } 57 });
项目源码:http://download.csdn.net/download/daxudada/10229284
希望对大家有用,如有问题请多多指教。关注我哟