/// <summary>
/// 增加全连接层,仅用于BP网络
/// </summary>
/// <param name="cnnFullLayer"></param>
public void AddCnnFullLayer(int inputCount, int outputCount, CnnNode.ActivationFunctionTypes activationFunctionType, bool standardization)
{
CnnFullLayer cnnFullLayer = new CnnFullLayer(inputCount,
outputCount, activationFunctionType, standardization);
CnnFullLayerList.Add(cnnFullLayer);
}
/// <summary>
/// 增加全连接层，在卷积层后，要先创建完卷积层
/// </summary>
/// <param name="cnnFullLayer"></param>
public void AddCnnFullLayer(int outputCount, CnnNode.ActivationFunctionTypes activationFunctionType, bool standardization)
{
if (CnnFullLayerList.Count == 0)
{
//连接卷积层
var cnnConvolutionLayerLast = CnnConvolutionLayerList[CnnConvolutionLayerList.Count - 1];//最后的卷积层
CnnFullLayer cnnFullLayer = new CnnFullLayer(cnnConvolutionLayerLast.ConvolutionKernelCount
* cnnConvolutionLayerLast.OutputWidth
* cnnConvolutionLayerLast.OutputHeight,
outputCount, activationFunctionType, standardization);
CnnFullLayerList.Add(cnnFullLayer);
}
else
{
var cnnFullLayerLast = CnnFullLayerList[CnnFullLayerList.Count - 1];//最后的卷积层
CnnFullLayer cnnFullLayer = new CnnFullLayer(cnnFullLayerLast.OutputCount,
outputCount, activationFunctionType, standardization);
CnnFullLayerList.Add(cnnFullLayer);
}
}
