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Version:
1.0.0-4 ▾
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#ifndef CAFFE_UNIQUE_LABEL_LAYER_HPP_
#define CAFFE_UNIQUE_LABEL_LAYER_HPP_
#include <string>
#include <vector>
#include "caffe/blob.hpp"
#include "caffe/common.hpp"
#include "caffe/layer.hpp"
#include "caffe/proto/caffe.pb.h"
namespace caffe {
/**
* @brief Finds the unique labels in (num, 1, height, width) input discarding
* the positions, resulting into a (num, max_labels, 1, 1) summary output
*/
template <typename Dtype>
class UniqueLabelLayer : public Layer<Dtype> {
public:
explicit UniqueLabelLayer(const LayerParameter& param)
: Layer<Dtype>(param) {}
virtual void LayerSetUp(const vector<Blob<Dtype>*>& bottom,
const vector<Blob<Dtype>*>& top);
virtual void Reshape(const vector<Blob<Dtype>*>& bottom,
const vector<Blob<Dtype>*>& top);
virtual inline const char* type() const { return "UniqueLabel"; }
virtual inline int ExactNumBottomBlobs() const { return 1; }
virtual inline int ExactNumTopBlobs() const { return 1; }
protected:
virtual void Forward_cpu(const vector<Blob<Dtype>*>& bottom,
const vector<Blob<Dtype>*>& top);
virtual void Backward_cpu(const vector<Blob<Dtype>*>& top,
const vector<bool>& propagate_down, const vector<Blob<Dtype>*>& bottom);
int num_, channels_, height_, width_;
int max_labels_;
// set of ignore labels
std::set<Dtype> ignore_label_;
// set of forced labels
std::set<Dtype> force_label_;
};
} // namespace caffe
#endif // CAFFE_UNIQUE_LABEL_LAYER_HPP_