#ifndef CONVOLUTIONAL_LAYER_H #define CONVOLUTIONAL_LAYER_H #include "image.h" #include "activations.h" typedef struct { int batch; int h,w,c; int n; int size; int stride; float *filters; float *filter_updates; float *filter_momentum; float *biases; float *bias_updates; float *bias_momentum; float *col_image; float *delta; float *output; ACTIVATION activation; } convolutional_layer; convolutional_layer *make_convolutional_layer(int batch, int h, int w, int c, int n, int size, int stride, ACTIVATION activation); void resize_convolutional_layer(convolutional_layer *layer, int h, int w, int c); void forward_convolutional_layer(const convolutional_layer layer, float *in); void learn_convolutional_layer(convolutional_layer layer); void update_convolutional_layer(convolutional_layer layer, float step, float momentum, float decay); image *visualize_convolutional_layer(convolutional_layer layer, char *window, image *prev_filters); void backward_convolutional_layer(convolutional_layer layer, float *delta); image get_convolutional_image(convolutional_layer layer); image get_convolutional_delta(convolutional_layer layer); image get_convolutional_filter(convolutional_layer layer, int i); #endif