| | |
| | | return double_to_image(h,w,c,layer.output); |
| | | } |
| | | |
| | | image get_maxpool_delta(maxpool_layer layer) |
| | | { |
| | | int h = (layer.h-1)/layer.stride + 1; |
| | | int w = (layer.w-1)/layer.stride + 1; |
| | | int c = layer.c; |
| | | return double_to_image(h,w,c,layer.delta); |
| | | } |
| | | |
| | | maxpool_layer *make_maxpool_layer(int h, int w, int c, int stride) |
| | | { |
| | | printf("Maxpool Layer: %d x %d x %d image, %d stride\n", h,w,c,stride); |
| | |
| | | } |
| | | } |
| | | |
| | | void backward_maxpool_layer(const maxpool_layer layer, double *in, double *delta) |
| | | { |
| | | image input = double_to_image(layer.h, layer.w, layer.c, in); |
| | | image input_delta = double_to_image(layer.h, layer.w, layer.c, delta); |
| | | image output_delta = get_maxpool_delta(layer); |
| | | image output = get_maxpool_image(layer); |
| | | int i,j,k; |
| | | for(k = 0; k < input.c; ++k){ |
| | | for(i = 0; i < input.h; ++i){ |
| | | for(j = 0; j < input.w; ++j){ |
| | | double val = get_pixel(input, i, j, k); |
| | | double cur = get_pixel(output, i/layer.stride, j/layer.stride, k); |
| | | double d = get_pixel(output_delta, i/layer.stride, j/layer.stride, k); |
| | | if(val == cur) { |
| | | set_pixel(input_delta, i, j, k, d); |
| | | } |
| | | else set_pixel(input_delta, i, j, k, 0); |
| | | } |
| | | } |
| | | } |
| | | } |
| | | |