2013-11-04 23:11:01 +04:00
|
|
|
#ifndef CONVOLUTIONAL_LAYER_H
|
|
|
|
#define CONVOLUTIONAL_LAYER_H
|
|
|
|
|
|
|
|
#include "image.h"
|
2013-11-13 22:50:38 +04:00
|
|
|
#include "activations.h"
|
2013-11-04 23:11:01 +04:00
|
|
|
|
|
|
|
typedef struct {
|
2013-11-13 22:50:38 +04:00
|
|
|
int h,w,c;
|
2014-01-28 11:16:56 +04:00
|
|
|
int out_h, out_w, out_c;
|
2013-11-04 23:11:01 +04:00
|
|
|
int n;
|
2013-12-03 04:41:40 +04:00
|
|
|
int size;
|
2013-11-04 23:11:01 +04:00
|
|
|
int stride;
|
2014-01-28 11:16:56 +04:00
|
|
|
double *filters;
|
|
|
|
double *filter_updates;
|
|
|
|
double *filter_momentum;
|
|
|
|
|
2013-11-13 22:50:38 +04:00
|
|
|
double *biases;
|
|
|
|
double *bias_updates;
|
2013-12-03 04:41:40 +04:00
|
|
|
double *bias_momentum;
|
2014-01-28 11:16:56 +04:00
|
|
|
|
|
|
|
double *col_image;
|
2013-11-13 22:50:38 +04:00
|
|
|
double *delta;
|
|
|
|
double *output;
|
|
|
|
|
2013-12-03 04:41:40 +04:00
|
|
|
ACTIVATION activation;
|
2013-11-04 23:11:01 +04:00
|
|
|
} convolutional_layer;
|
|
|
|
|
2013-12-03 04:41:40 +04:00
|
|
|
convolutional_layer *make_convolutional_layer(int h, int w, int c, int n, int size, int stride, ACTIVATION activation);
|
2013-11-13 22:50:38 +04:00
|
|
|
void forward_convolutional_layer(const convolutional_layer layer, double *in);
|
2014-01-28 11:16:56 +04:00
|
|
|
void learn_convolutional_layer(convolutional_layer layer);
|
2013-12-03 04:41:40 +04:00
|
|
|
void update_convolutional_layer(convolutional_layer layer, double step, double momentum, double decay);
|
2014-01-28 11:16:56 +04:00
|
|
|
void visualize_convolutional_layer(convolutional_layer layer, char *window);
|
|
|
|
|
|
|
|
//void backward_convolutional_layer(convolutional_layer layer, double *input, double *delta);
|
2013-11-13 22:50:38 +04:00
|
|
|
|
2014-01-28 11:16:56 +04:00
|
|
|
//void backpropagate_convolutional_layer_convolve(image input, convolutional_layer layer);
|
|
|
|
//void visualize_convolutional_filters(convolutional_layer layer, char *window);
|
|
|
|
//void visualize_convolutional_layer(convolutional_layer layer);
|
2013-11-13 22:50:38 +04:00
|
|
|
|
|
|
|
image get_convolutional_image(convolutional_layer layer);
|
|
|
|
image get_convolutional_delta(convolutional_layer layer);
|
2014-01-28 11:16:56 +04:00
|
|
|
image get_convolutional_filter(convolutional_layer layer, int i);
|
2013-11-04 23:11:01 +04:00
|
|
|
|
|
|
|
#endif
|
|
|
|
|