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