| public skin_hsv ( IplImage image ) : IplImage | ||
| image | IplImage | |
| return | IplImage | |
private void timerGrab_Tick(object sender, EventArgs e)
{
frame = highgui.CvQueryFrame(ref videoCapture);
if (frame.ptr == IntPtr.Zero)
{
timerGrab.Stop();
MessageBox.Show("Invalid Frame");
return;
}
imgMain = cxcore.CvCreateImage(cxcore.CvGetSize(ref frame), 8, 3);
if (reset)
{
showROI = false;
initialized = false;
resetting();
}
cxcore.CvCopy(ref frame, ref imgMain);
cxcore.CvFlip(ref imgMain, 0);
#region ROI
if (showROI && initialized)
{
cxcore.CvRectangle(ref imgMain, new CvPoint(roiX, roiY), new CvPoint(roiX + roiW, roiY + roiH), cxcore.CV_RGB(255, 0, 125), 1, 8, 0);
imgCrop = cxcore.CvCreateImage(new CvSize(roiW, roiH), 8, 3);
#region skinHSV/RGB
if (showSkinHSV || showSkinRGB)
{
imgSkin = new IplImage();
imgSkin = cxcore.CvCreateImage(cxcore.CvGetSize(ref frame), 8, 3);
if (showSkinHSV)
{
imgSkin = skinDet.skin_hsv(imgMain);
}
else if (showSkinRGB)
{
imgSkin = skinDet.skin_rgb(imgMain);
}
cxcore.CvSetImageROI(ref imgSkin, new CvRect(roiX, roiY, roiW, roiH));
cxcore.CvCopy(ref imgSkin, ref imgCrop);
cxcore.CvReleaseImage(ref imgSkin);
//noise removal
cv.CvDilate(ref imgCrop, ref imgCrop, dlgParam.GetP(0).i);
cv.CvErode(ref imgCrop, ref imgCrop, dlgParam.GetP(1).i);
for (int i = 0; i < dlgParam.GetP(2).i; i++)
{
cv.CvSmooth(ref imgCrop, ref imgCrop);
}
}
#endregion
#region show threshold
if (showThres || showEdge)
{
imgGray = cxcore.CvCreateImage(cxcore.CvGetSize(ref imgCrop), 8, 1);
imgBin = cxcore.CvCreateImage(cxcore.CvGetSize(ref imgCrop), 8, 1);
imgMot = cxcore.CvCreateImage(cxcore.CvGetSize(ref imgCrop), 8, 1);
cv.CvCvtColor(ref imgCrop, ref imgGray, cvtypes.CV_BGR2GRAY);
cv.CvThreshold(ref imgGray, ref imgMot, 0, 255, cv.CV_THRESH_BINARY_INV);
abs.Absolute(imgMot);
if (showThres)
{
cv.CvThreshold(ref imgGray, ref imgBin, 0, 255, cv.CV_THRESH_BINARY_INV);
}
else if (showEdge)
{
edge_dlg();
cv.CvCanny(ref imgGray, ref imgBin, dlgCanny.GetP(0).i, dlgCanny.GetP(1).i);
}
highgui.CvShowImage("Crop", ref imgBin);
#region matching
if (match)
{
if (adaBlackPix(imgBin))
{
hasil = (int)KNN.classify(ref imgBin, false);
}
else
{
hasil = 19;
}
WriteLine(Signs[hasil], false, false);
match = false;
show_letter = true;
}
#endregion
cxcore.CvReleaseImage(ref imgGray);
cxcore.CvReleaseImage(ref imgCrop);
cxcore.CvReleaseImage(ref imgBin);
cxcore.CvReleaseImage(ref imgMot);
}
else
{
highgui.CvShowImage("Crop", ref imgCrop);
cxcore.CvReleaseImage(ref imgCrop);
}
#endregion
}
else if (!initialized && !showROI)
{
imgMain = hc.cariHaar(imgMain);
}
else if (!initialized) //initialize windows
{
initialize();
}
#endregion
if (show_letter)
{
CvFont font = new CvFont();
cxcore.CvInitFont(ref font, cxcore.CV_FONT_HERSHEY_SIMPLEX, 5, 5, 0, 10, cxcore.CV_AA);
cxcore.CvPutText(ref imgMain, Signs[hasil], new CvPoint(50, 200), ref font, new CvScalar(0, 255, 0));
}
picBoxMain.Image = highgui.ToBitmap(imgMain, false);
cxcore.CvReleaseImage(ref imgMain);
fps++;
if ((openx != 0 && openy != 0 && closex != 0 && closey != 0) && !showROI)
{
euclidean();
}
}
public IplImage cariHaar(IplImage image)
{
cxcore.CvFlip(ref image, 1);
imgSkin = new IplImage();
imgSkin = cxcore.CvCreateImage(cxcore.CvGetSize(ref image), 8, 3);
imgSkin = skinDet.skin_hsv(image);
IplImage gray = cxcore.CvCreateImage(new CvSize(imgSkin.width, imgSkin.height), (int)cxtypes.IPL_DEPTH_8U, 1);
cv.CvCvtColor(ref imgSkin, ref gray, cvtypes.CV_BGR2GRAY);
IplImage small_image = imgSkin;
CvMemStorage storage = cxcore.CvCreateMemStorage(0);
CvSeq handOpen, handClose;
int i, scale = 1;
bool do_pyramids = true;
#region percepat proses
if (do_pyramids)
{
small_image = cxcore.CvCreateImage(new CvSize(imgSkin.width / 2, imgSkin.height / 2), (int)cxtypes.IPL_DEPTH_8U, 3);
cv.CvPyrDown(ref imgSkin, ref small_image, (int)CvFilter.CV_GAUSSIAN_5x5);
scale = 2;
}
#endregion
#region open hand
IntPtr ptrO = cxcore.CvLoad("..\\..\\Training\\handOpen.xml");
cascadeO = (CvHaarClassifierCascade)cvconvert.PtrToType(ptrO, typeof(CvHaarClassifierCascade));
cascadeO.ptr = ptrO;
handOpen = cv.CvHaarDetectObjects(ref small_image, ref cascadeO, ref storage, 1.2, 2, cv.CV_HAAR_DO_CANNY_PRUNING, new CvSize(0, 0));
if (handOpen.total != 0)
{
for (i = 0; i < handOpen.total; i++)
{
ho_rect = (CvRect)cvconvert.PtrToType(cxcore.CvGetSeqElem(ref handOpen, i), typeof(CvRect));
cxcore.CvRectangle(ref image, new CvPoint(ho_rect.x * scale - 10, ho_rect.y * scale - 10),
new CvPoint((ho_rect.x + ho_rect.width) * scale + 10, (ho_rect.y + ho_rect.height) * scale + 10),
cxcore.CV_RGB(255, 0, 0), 1, 8, 0);
}
form.closex = 0;
form.closey = 0;
form.openx = image.width - ((ho_rect.x * scale) + ((ho_rect.width * scale) / 2));
form.openy = ho_rect.y * scale + ((ho_rect.height * scale) / 2);
form.roiX = 640 - (ho_rect.x * scale - 10) - (ho_rect.width * scale + 10);
form.roiY = ho_rect.y * scale - 10;
form.roiW = ho_rect.width * scale + 10;
form.roiH = ho_rect.height * scale + 10;
}
#endregion
#region close hand
if (handOpen.total == 0)
{
IntPtr ptrC = cxcore.CvLoad("..\\..\\Training\\handClose.xml");
cascadeC = (CvHaarClassifierCascade)cvconvert.PtrToType(ptrC, typeof(CvHaarClassifierCascade));
cascadeC.ptr = ptrC;
handClose = cv.CvHaarDetectObjects(ref small_image, ref cascadeC, ref storage, 1.2, 2, cv.CV_HAAR_DO_CANNY_PRUNING, new CvSize(0, 0));
if (handClose.total != 0)
{
for (i = 0; i < handClose.total; i++)
{
hc_rect = (CvRect)cvconvert.PtrToType(cxcore.CvGetSeqElem(ref handClose, i), typeof(CvRect));
cxcore.CvRectangle(ref image, new CvPoint(hc_rect.x * scale, hc_rect.y * scale),
new CvPoint((hc_rect.x + hc_rect.width) * scale, (hc_rect.y + hc_rect.height) * scale),
cxcore.CV_RGB(0, 0, 255), 1, 8, 0);
}
form.closex = image.width - ((hc_rect.x * scale) + ((hc_rect.width * scale) / 2));
form.closey = hc_rect.y * scale + ((hc_rect.height * scale) / 2);
}
}
#endregion
cxcore.CvReleaseMemStorage(ref storage);
cv.CvReleaseHaarClassifierCascade(ref cascadeO);
if (handOpen.total == 0)
{
cv.CvReleaseHaarClassifierCascade(ref cascadeC);
}
cxcore.CvReleaseImage(ref gray);
cxcore.CvReleaseImage(ref small_image);
cxcore.CvReleaseImage(ref imgSkin);
cxcore.CvFlip(ref image, 1);
return(image);
}