ceres-solver-v1 / colmap /src /optim /progressive_sampler.h
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ceres-solver and colmap
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// Copyright (c) 2022, ETH Zurich and UNC Chapel Hill.
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// Author: Johannes L. Schoenberger (jsch-at-demuc-dot-de)
#ifndef COLMAP_SRC_OPTIM_PROGRESSIVE_SAMPLER_H_
#define COLMAP_SRC_OPTIM_PROGRESSIVE_SAMPLER_H_
#include "optim/sampler.h"
namespace colmap {
// Random sampler for PROSAC (Progressive Sample Consensus), as described in:
//
// "Matching with PROSAC - Progressive Sample Consensus".
// Ondrej Chum and Matas, CVPR 2005.
//
// Note that a separate sampler should be instantiated per thread and that the
// data to be sampled from is assumed to be sorted according to the quality
// function in descending order, i.e., higher quality data is closer to the
// front of the list.
class ProgressiveSampler : public Sampler {
public:
explicit ProgressiveSampler(const size_t num_samples);
void Initialize(const size_t total_num_samples) override;
size_t MaxNumSamples() override;
std::vector<size_t> Sample() override;
private:
const size_t num_samples_;
size_t total_num_samples_;
// The number of generated samples, i.e. the number of calls to `Sample`.
size_t t_;
size_t n_;
// Variables defined in equation 3.
double T_n_;
double T_n_p_;
};
} // namespace colmap
#endif // COLMAP_SRC_OPTIM_PROGRESSIVE_SAMPLER_H_