public CoucheBase(string label, CoucheBase couchePrecedente)
{
this.Label = label;
this.CouchePrecedente = couchePrecedente;
poids = new List <Poids>();
neurones = new List <Neurone>();
}
//private SigmoidFunction m_sigmoid;
// relu
// HyperTangente
public CoucheBase()
{
Label = "";
CouchePrecedente = null;
poids = new List <Poids>();
neurones = new List <Neurone>();
}
public CoucheSupConvolution(String label, CoucheBase couchePrecedente, Size tailleFeatureMaps, int nombreMaps, int tailleKernel)
{
Label = label;
CouchePrecedente = couchePrecedente;
poids = null;
featureMapSize = tailleFeatureMaps;
nombreFeatureMaps = nombreMaps;
kernelsize = tailleKernel;
}
public CoucheFullConnecte(string label, CoucheBase couchePrecedente, int nombreNeurones)
{
Label = label;
CouchePrecedente = couchePrecedente;
poids = null;
NombreNeurones = nombreNeurones;
featureMapSize = new Size(1, NombreNeurones);
nombreFeatureMaps = 1;
NombrePoids = 0;
}
public CoucheConvolution(String label, CoucheBase couchePrecedente, int nombreMaps, int tailleKernel)
{
Label = label;
CouchePrecedente = couchePrecedente;
poids = null;
Size fmSize = Size.Empty;
fmSize.Width = couchePrecedente.featureMapSize.Width - 4;
fmSize.Height = couchePrecedente.featureMapSize.Height - 4;
featureMapSize = fmSize;
nombreFeatureMaps = nombreMaps;
kernelsize = tailleKernel;
}
public CoucheSortie(string label, CoucheBase couchePrecedente, int nombreSortie)
{
Label = label;
int count = nombreSortie;
CouchePrecedente = couchePrecedente;
NombreNeurones = 0;
NombrePoids = 0;
featureMapSize = new Size(1, count);
nombreFeatureMaps = 1;
poids = null;
neurones = null;
}
public CoucheSimple(String label, CoucheBase couchePrecedente)
{
Label = label;
CouchePrecedente = couchePrecedente;
poids = null;
nombreFeatureMaps = couchePrecedente.nombreFeatureMaps;
kernelsize = 2;
Size fmSize = Size.Empty;
fmSize.Width = (int)Math.Floor((double)couchePrecedente.featureMapSize.Width / 2);
fmSize.Height = (int)Math.Floor((double)couchePrecedente.featureMapSize.Height / 2);
featureMapSize = fmSize;
}