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fusion.h
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// Copyright (c) 2018, ETH Zurich and UNC Chapel Hill.
// All rights reserved.
//
// Redistribution and use in source and binary forms, with or without
// modification, are permitted provided that the following conditions are met:
//
// * Redistributions of source code must retain the above copyright
// notice, this list of conditions and the following disclaimer.
//
// * Redistributions in binary form must reproduce the above copyright
// notice, this list of conditions and the following disclaimer in the
// documentation and/or other materials provided with the distribution.
//
// * Neither the name of ETH Zurich and UNC Chapel Hill nor the names of
// its contributors may be used to endorse or promote products derived
// from this software without specific prior written permission.
//
// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
// AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
// IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
// ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDERS OR CONTRIBUTORS BE
// LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
// CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
// SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
// INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
// CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
// ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
// POSSIBILITY OF SUCH DAMAGE.
//
// Author: Johannes L. Schoenberger (jsch-at-demuc-dot-de)
#ifndef COLMAP_SRC_MVS_FUSION_H_
#define COLMAP_SRC_MVS_FUSION_H_
#include <unordered_set>
#include <vector>
#include <Eigen/Core>
#include "mvs/depth_map.h"
#include "mvs/image.h"
#include "mvs/mat.h"
#include "mvs/model.h"
#include "mvs/normal_map.h"
#include "mvs/workspace.h"
#include "util/alignment.h"
#include "util/cache.h"
#include "util/math.h"
#include "util/ply.h"
#include "util/threading.h"
namespace colmap {
namespace mvs {
struct StereoFusionOptions {
// Maximum image size in either dimension.
int max_image_size = -1;
// Minimum number of fused pixels to produce a point.
int min_num_pixels = 5;
// Maximum number of pixels to fuse into a single point.
int max_num_pixels = 10000;
// Maximum depth in consistency graph traversal.
int max_traversal_depth = 100;
// Maximum relative difference between measured and projected pixel.
double max_reproj_error = 2.0f;
// Maximum relative difference between measured and projected depth.
double max_depth_error = 0.01f;
// Maximum angular difference in degrees of normals of pixels to be fused.
double max_normal_error = 10.0f;
// Number of overlapping images to transitively check for fusing points.
int check_num_images = 50;
// Cache size in gigabytes for fusion. The fusion keeps the bitmaps, depth
// maps, normal maps, and consistency graphs of this number of images in
// memory. A higher value leads to less disk access and faster fusion, while
// a lower value leads to reduced memory usage. Note that a single image can
// consume a lot of memory, if the consistency graph is dense.
double cache_size = 32.0;
// Check the options for validity.
bool Check() const;
// Print the options to stdout.
void Print() const;
};
class StereoFusion : public Thread {
public:
EIGEN_MAKE_ALIGNED_OPERATOR_NEW
StereoFusion(const StereoFusionOptions& options,
const std::string& workspace_path,
const std::string& workspace_format,
const std::string& pmvs_option_name,
const std::string& input_type);
const std::vector<PlyPoint>& GetFusedPoints() const;
const std::vector<std::vector<int>>& GetFusedPointsVisibility() const;
private:
void Run();
void Fuse();
const StereoFusionOptions options_;
const std::string workspace_path_;
const std::string workspace_format_;
const std::string pmvs_option_name_;
const std::string input_type_;
const float max_squared_reproj_error_;
const float min_cos_normal_error_;
std::unique_ptr<Workspace> workspace_;
std::vector<char> used_images_;
std::vector<char> fused_images_;
std::vector<std::vector<int>> overlapping_images_;
std::vector<Mat<bool>> fused_pixel_masks_;
std::vector<std::pair<int, int>> depth_map_sizes_;
std::vector<std::pair<float, float>> bitmap_scales_;
std::vector<Eigen::Matrix<float, 3, 4, Eigen::RowMajor>> P_;
std::vector<Eigen::Matrix<float, 3, 4, Eigen::RowMajor>> inv_P_;
std::vector<Eigen::Matrix<float, 3, 3, Eigen::RowMajor>> inv_R_;
struct FusionData {
int image_idx = kInvalidImageId;
int row = 0;
int col = 0;
int traversal_depth = -1;
bool operator()(const FusionData& data1, const FusionData& data2) {
return data1.image_idx > data2.image_idx;
}
};
// Next points to fuse.
std::vector<FusionData> fusion_queue_;
// Already fused points.
std::vector<PlyPoint> fused_points_;
std::vector<std::vector<int>> fused_points_visibility_;
// Points of different pixels of the currently point to be fused.
std::vector<float> fused_point_x_;
std::vector<float> fused_point_y_;
std::vector<float> fused_point_z_;
std::vector<float> fused_point_nx_;
std::vector<float> fused_point_ny_;
std::vector<float> fused_point_nz_;
std::vector<uint8_t> fused_point_r_;
std::vector<uint8_t> fused_point_g_;
std::vector<uint8_t> fused_point_b_;
std::unordered_set<int> fused_point_visibility_;
};
// Write the visiblity information into a binary file of the following format:
//
// <num_points : uint64_t>
// <num_visible_images_for_point1 : uint32_t>
// <point1_image_idx1 : uint32_t><point1_image_idx2 : uint32_t> ...
// <num_visible_images_for_point2 : uint32_t>
// <point2_image_idx2 : uint32_t><point2_image_idx2 : uint32_t> ...
// ...
//
// Note that an image_idx in the case of the mvs::StereoFuser does not
// correspond to the image_id of a Reconstruction, but the index of the image in
// the mvs::Model, which is the location of the image in the images.bin/.txt.
void WritePointsVisibility(
const std::string& path,
const std::vector<std::vector<int>>& points_visibility);
} // namespace mvs
} // namespace colmap
#endif // COLMAP_SRC_MVS_FUSION_H_