void
Pointillize(QImage * img, QImage * canvas, int radius, double strength)
///
/// Changes a given image to a pointillistic painting style.
/// Uses poisson disks for point placement.
/// Colors are chosen which are isoluminant and approximate the average local color.
///
/// @param img
/// The reference image.
///
/// @param canvas
/// The image to store the result of the filter.
///
/// @param radius
/// The radius of the points to be painted.
///
/// @param strength
/// The strength of the pointillistic filter, where 1.0 is very strong and 0.0 is very weak.
///
/// @return
/// Nothing.
///
{
*canvas = img->copy();
if( strength > 0.0 )
{
BaseLayer( img, canvas, radius*3, strength );
MainLayer( img, canvas, radius, strength );
EdgeLayer( img, canvas, radius, 0.2, strength);
}
}
MultiLayerPerceptron::MultiLayerPerceptron(int inputDim0, int outputDim0, int hiddenDim0, std::shared_ptr<arma::mat> trainingX0,
std::shared_ptr<arma::mat> trainingY0, TrainingPara trainingPara0) {
inputDim = inputDim0;
hiddenDim = hiddenDim0;
outputDim = outputDim0;
numLayers = 2;
trainingX = trainingX0;
trainingY = trainingY0;
numInstance = trainingX->n_rows;
trainingPara = trainingPara0;
layers.push_back(BaseLayer(inputDim,hiddenDim,BaseLayer::sigmoid));
layers.push_back(BaseLayer(hiddenDim,outputDim,BaseLayer::softmax));
// layers[0].W.print("layer 0 W");
// layers[0].B.print("layer 0 B");
// layers[1].W.print("layer 1 W");
// layers[1].B.print("layer 1 B");
}
