public bool LoadCapture(int batchcount, int inchannels, int inw, int inh, int outchannels, int outw, int outh, bool doFlipX, bool doFlipY, double doRot, bool doAffine, out RNdMatrix smat, out RNdMatrix tmat)
{
bool ret = true;
List <Mat> sframes = new List <Mat>();
List <Mat> tframes = new List <Mat>();
for (int i = 0; i < batchcount; i++)
{
Mat mat = new Mat(), mat1, mat2;
while (!capture.Read(mat))
{
}
mat1 = mat.Clone();
mat2 = mat.Clone();
bool flipx = false;
bool flipy = false;
int oflux = 0, ofluy = 0;
int ofrdx = 0, ofrdy = 0;
double scl = 2.5;
double rotangle = 0;
Point lu = new Point(), rd = new Point();
if (doFlipX)
{
flipx = (State.RandomSource.NextDouble() > 0.5 ? true : false);
}
if (doFlipY)
{
flipy = (State.RandomSource.NextDouble() > 0.5 ? true : false);
}
rotangle = (State.RandomSource.NextDouble() * 2 - 1) * doRot;
if (doAffine)
{
if (inw > 1 && outw > 1 && inh > 1 && outh > 1)
{
oflux = State.RandomSource.Next(Math.Max(0, (int)(Math.Min(inw, outw) / (scl) - 1)));
ofluy = State.RandomSource.Next(Math.Max(0, (int)(Math.Min(inh, outh) / (scl) - 1)));
ofrdx = State.RandomSource.Next(Math.Max(0, (int)(Math.Min(inw, outw) / (scl) - 1)));
ofrdy = State.RandomSource.Next(Math.Max(0, (int)(Math.Min(inh, outh) / (scl) - 1)));
}
}
lu = new Point(oflux, ofluy);
rd = new Point(ofrdx, ofrdy);
var sframe = mat1.Clone();
if (inchannels != sframe.Channels())
{
if (inchannels == 1)
{
Cv2.CvtColor(sframe, sframe, ColorConversionCodes.BGR2GRAY);
}
else if (inchannels == 3)
{
Cv2.CvtColor(sframe, sframe, ColorConversionCodes.GRAY2BGR);
}
else
{
throw new Exception();
}
}
sframe = sframe.Resize(new Size(inw, inh), 0, 0, InterpolationFlags.Area);
sframe = EffectProcess.Offset(sframe, lu, rd, flipx, flipy, rotangle);
sframes.Add(sframe.Clone());
var tframe = mat2.Clone();
if (outchannels != tframe.Channels())
{
if (outchannels == 1)
{
Cv2.CvtColor(tframe, tframe, ColorConversionCodes.BGR2GRAY);
}
else if (outchannels == 3)
{
Cv2.CvtColor(tframe, tframe, ColorConversionCodes.GRAY2BGR);
}
else
{
throw new Exception();
}
}
tframe = EffectProcess.Effect(tframe.Resize(new Size(outw, outh), 0, 0, InterpolationFlags.Area));
tframe = EffectProcess.Offset(tframe, lu, rd, flipx, flipy, rotangle);
tframes.Add(tframe.Clone());
}
Converter.MatToRNdMatrix(sframes.ToArray(), out smat);
Converter.MatToRNdMatrix(tframes.ToArray(), out tmat);
return(ret);
}
public bool LoadImage(int batchcount, int inchannels, int inw, int inh, int outchannels, int outw, int outh, bool doFlipX, bool doFlipY, double doRot, bool doAffine, out RNdMatrix smat, out RNdMatrix tmat)
{
bool ret = false;
smat = tmat = null;
List <Mat> sframes = new List <Mat>();
List <Mat> tframes = new List <Mat>();
for (int i = 0; i < batchcount; i++)
{
bool check;
var index = GetIndex(out check, inw, inh);
ret |= check;
var mat1 = (index[0].Container);
var mat2 = (index[1].Container);
bool flipx = false;
bool flipy = false;
int oflux = 0, ofluy = 0;
int ofrdx = 0, ofrdy = 0;
double scl = 2.5;
double rotangle = 0;
Point lu = new Point(), rd = new Point();
if (doFlipX)
{
flipx = (State.RandomSource.NextDouble() > 0.5 ? true : false);
}
if (doFlipY)
{
flipy = (State.RandomSource.NextDouble() > 0.5 ? true : false);
}
rotangle = (State.RandomSource.NextDouble() * 2 - 1) * doRot;
if (doAffine)
{
var w = Math.Min(mat1.Width, mat2.Width);
var h = Math.Min(mat1.Height, mat2.Height);
{
oflux = State.RandomSource.Next(Math.Max(0, (int)(w / (scl) - 1)));
ofluy = State.RandomSource.Next(Math.Max(0, (int)(h / (scl) - 1)));
ofrdx = State.RandomSource.Next(Math.Max(0, (int)(w / (scl) - 1)));
ofrdy = State.RandomSource.Next(Math.Max(0, (int)(h / (scl) - 1)));
}
}
lu = new Point(oflux, ofluy);
rd = new Point(ofrdx, ofrdy);
var sframe = mat1.Clone();
if (inchannels != sframe.Channels())
{
if (inchannels == 1)
{
Cv2.CvtColor(sframe, sframe, ColorConversionCodes.BGR2GRAY);
}
else if (inchannels == 3)
{
Cv2.CvtColor(sframe, sframe, ColorConversionCodes.GRAY2BGR);
}
else
{
throw new Exception();
}
}
sframe = EffectProcess.Offset(sframe, lu, rd, flipx, flipy, rotangle);
sframe = sframe.Resize(new Size(inw, inh), 0, 0, InterpolationFlags.Area);
sframes.Add(sframe.Clone());
var tframe = mat2.Clone();
if (outchannels != tframe.Channels())
{
if (outchannels == 1)
{
Cv2.CvtColor(tframe, tframe, ColorConversionCodes.BGR2GRAY);
}
else if (outchannels == 3)
{
Cv2.CvtColor(tframe, tframe, ColorConversionCodes.GRAY2BGR);
}
else
{
throw new Exception();
}
}
tframe = EffectProcess.Effect(tframe);
tframe = EffectProcess.Offset(tframe, lu, rd, flipx, flipy, rotangle);
tframe = tframe.Resize(new Size(outw, outh), 0, 0, InterpolationFlags.Area);
tframes.Add(tframe.Clone());
}
Converter.MatToRNdMatrix(sframes.ToArray(), out smat);
Converter.MatToRNdMatrix(tframes.ToArray(), out tmat);
return(ret);
}