Health/Assets/Scripts/FaceDetectManager.cs

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using Rect = OpenCVCompact.Rect;
using OpenCVCompact;
using System;
using UnityEngine;
using OpenCVForUnity.UnityUtils.Helper;
using System.Collections.Generic;
[RequireComponent(typeof(OpenCVCompact.WebCamTextureToMatHelper))]
public class FaceDetectManager : MonoBehaviour
{
//Related To DNN Model
dnn.DNNUtils dnnUtils;
//Image Capture
OpenCVCompact.WebCamTextureToMatHelper _webCamTextureToMatHelper;
Texture2D videoTexture;
private double _lndmrkEstScore;
private Mat mat4Process;
private Mat grayMat4Process;
private Mat mat4Display;
private Mat lndmrk;
private MatOfRect detectionResult;
private Rect detectRect;
int[] faceRect = new int[4];
private FaceDetectUI panel;
// Start is called before the first frame update
void Awake()
{
UIManager.Instance.LoadReset();
panel = UIManager.Instance.ShowPanel<FaceDetectUI>();
InitModel();
InitVariable();
_webCamTextureToMatHelper = gameObject.GetComponent<OpenCVCompact.WebCamTextureToMatHelper>();
_webCamTextureToMatHelper.Initialize();
}
private void OnDestroy()
{
if (mat4Process != null)
mat4Process.Dispose();
if (grayMat4Process != null)
grayMat4Process.Dispose();
//if (img4Thread != null)
// img4Thread.Dispose();
if (lndmrk != null)
lndmrk.Dispose();
//if (lndmrk4Thread != null)
// lndmrk4Thread.Dispose();
if (mat4Display != null)
mat4Display.Dispose();
//if (mat4DisplayTexture != null)
// mat4DisplayTexture.Dispose();
//if (probExp != null)
// probExp.Dispose();
_webCamTextureToMatHelper.Dispose();
}
private void InitVariable()
{
mat4Process = new Mat();
grayMat4Process = new Mat();
detectionResult = new MatOfRect();
detectRect = new Rect();
lndmrk = new Mat(2, 84, CvType.CV_32FC1, 0.0f);
InvokeRepeating("AnalyzingFace", 0.5f, 1f);
}
private bool InitModel()
{
dnnUtils = new dnn.DNNUtils();
string dnnLndmrkDetectModelFilePath;
string dnnFaceAttr7ModelFilePath;
string dnnFaceExpModelFilePath;
string multiTinyFaceDetectModelFilePath;
string YOLOV3DetectModelFilePath;
string YOLOV3DetectParamFilePath;
string YOLOV3DetectOpenCVModelFilePath;
string YOLOV3DetectOpenCVParamFilePath;
//Init Model File Path
#if (UNITY_ANDROID || UNITY_IOS) && !UNITY_EDITOR
dnnLndmrkDetectModelFilePath = Utils.getFilePath("FaceAnalyzer/face_lndmrk_detect_mobile.bin");
#else
dnnLndmrkDetectModelFilePath = Utils.getFilePath("FaceAnalyzer/face_lndmrk_detect.bin");
#endif
#if (UNITY_ANDROID || UNITY_IOS) && !UNITY_EDITOR
dnnFaceAttr7ModelFilePath = Utils.getFilePath("FaceAnalyzer/att_7_mobile.bin");
#else
dnnFaceAttr7ModelFilePath = Utils.getFilePath("FaceAnalyzer/att_7.bin");
#endif
#if (UNITY_ANDROID || UNITY_IOS) && !UNITY_EDITOR
dnnFaceExpModelFilePath = Utils.getFilePath("FaceAnalyzer/face_exp_mobile.bin");
#else
dnnFaceExpModelFilePath = Utils.getFilePath("FaceAnalyzer/face_exp.bin");
#endif
multiTinyFaceDetectModelFilePath = Utils.getFilePath("FaceAnalyzer/multi_tiny_face_detect_mobile.bin");
YOLOV3DetectModelFilePath = Utils.getFilePath("FaceAnalyzer/yolov3.bin");
YOLOV3DetectParamFilePath = Utils.getFilePath("FaceAnalyzer/yolov3.param");
YOLOV3DetectOpenCVModelFilePath = Utils.getFilePath("FaceAnalyzer/yolov3-tiny.weights");
YOLOV3DetectOpenCVParamFilePath = Utils.getFilePath("FaceAnalyzer/yolov3-tiny.cfg");
bool initFaceLndmrkRes;
initFaceLndmrkRes = dnnUtils.InitFaceLandmarkDetect(dnnLndmrkDetectModelFilePath);
if (initFaceLndmrkRes == false)
{
Debug.LogError(dnnLndmrkDetectModelFilePath + " file is not loaded.");
Debug.LogError(dnnLndmrkDetectModelFilePath + " file is not existed on StreamingAssets Folder. Please copy from <20><>Assets/FaceAnalyzer/StreamingAssets/<2F><> to <20><>Assets/StreamingAssets/<2F><> folder.");
}
dnnUtils.InitHeadPoseEstimation();
int initFaceAttrRes = dnnUtils.InitFaceAttribNet_7(dnnFaceAttr7ModelFilePath);
if (initFaceAttrRes <= 0)
{
Debug.LogError(dnnFaceAttr7ModelFilePath + " file is not loaded.");
Debug.LogError(dnnFaceAttr7ModelFilePath + " file is not existed on StreamingAssets Folder. Please copy from <20><>Assets/FaceAnalyzer/StreamingAssets/<2F><> to <20><>Assets/StreamingAssets/<2F><> folder.");
}
int initFaceExpRes = dnnUtils.InitFaceExpressionNet_7(dnnFaceExpModelFilePath);
if (initFaceExpRes <= 0)
{
Debug.LogError(dnnFaceExpModelFilePath + " file is not loaded.");
Debug.LogError(dnnFaceExpModelFilePath + " file is not existed on StreamingAssets Folder. Please copy from <20><>Assets/FaceAnalyzer/StreamingAssets/<2F><> to <20><>Assets/StreamingAssets/<2F><> folder.");
}
int initMultiTinyFaceDetectRes = dnnUtils.InitMultiTinyFaceDetector(multiTinyFaceDetectModelFilePath);
if (initMultiTinyFaceDetectRes <= 0)
{
Debug.LogError(multiTinyFaceDetectModelFilePath + " file is not loaded.");
Debug.LogError(multiTinyFaceDetectModelFilePath + " file is not existed on StreamingAssets Folder. Please copy from <20><>Assets/FaceAnalyzer/StreamingAssets/<2F><> to <20><>Assets/StreamingAssets/<2F><> folder.");
}
int initYOLOV3DetectRes = dnnUtils.InitYOLOV3Detector(YOLOV3DetectModelFilePath, YOLOV3DetectParamFilePath);
if (initYOLOV3DetectRes == -1)
{
Debug.LogError(YOLOV3DetectModelFilePath + " file is not loaded.");
Debug.LogError(YOLOV3DetectModelFilePath + " file is not existed on StreamingAssets Folder. Please copy from <20><>Assets/FaceAnalyzer/StreamingAssets/<2F><> to <20><>Assets/StreamingAssets/<2F><> folder.");
}
else if (initYOLOV3DetectRes == -2)
{
Debug.LogError(YOLOV3DetectParamFilePath + " file is not loaded.");
Debug.LogError(YOLOV3DetectParamFilePath + " file is not existed on StreamingAssets Folder. Please copy from <20><>Assets/FaceAnalyzer/StreamingAssets/<2F><> to <20><>Assets/StreamingAssets/<2F><> folder.");
}
dnnUtils.InitLabels_7();
dnnUtils.InitExpLabels_7();
dnnUtils.InitObjectLabels_21();
dnnUtils.InitKalmanFilter(10f);
return true;
}
private void AnalyzingFace()
{
if (!_webCamTextureToMatHelper.IsPlaying() || !_webCamTextureToMatHelper.DidUpdateThisFrame())
return;
mat4Display = _webCamTextureToMatHelper.GetMat();
mat4Display.copyTo(mat4Process);
//Face Detect
panel.RefreshData(LandmarkDetect());
}
private Dictionary<string, string> LandmarkDetect()
{
Mat prob = new Mat();
Dictionary<string, string> retVal = null;
if (dnnUtils.EstFaceAttribNet_7(mat4Process.nativeObj, lndmrk.nativeObj, CvType.COLOR_RGBA, prob.nativeObj) == true)
{
dnnUtils.ParseEstFaceAttrib_7(prob);
string text = string.Empty;
retVal = new Dictionary<string, string>(dnnUtils.dnnFaceAttribRes_7);
int idx = 0;
foreach (var pair in dnnUtils.dnnFaceAttribRes_7)
{
string tmp;
if (idx % 2 == 0)
tmp = string.Format("[{0}] : {1}\n", pair.Key, pair.Value);
else
tmp = string.Format("[{0}] : {1}\t\t", pair.Key, pair.Value);
text = string.Concat(text, tmp);
idx = idx + 1;
}
Debug.LogWarning(text.Substring(0, text.Length - 1));
}
prob.Dispose();
return retVal;
}
}