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class PatchDistanceMetric { | |
public: | |
PatchDistanceMetric(int patch_size) : m_patch_size(patch_size) {} | |
virtual ~PatchDistanceMetric() = default; | |
inline int patch_size() const { return m_patch_size; } | |
virtual int operator()(const MaskedImage &source, int source_y, int source_x, const MaskedImage &target, int target_y, int target_x) const = 0; | |
static const int kDistanceScale; | |
protected: | |
int m_patch_size; | |
}; | |
class NearestNeighborField { | |
public: | |
NearestNeighborField() : m_source(), m_target(), m_field(), m_distance_metric(nullptr) { | |
// pass | |
} | |
NearestNeighborField(const MaskedImage &source, const MaskedImage &target, const PatchDistanceMetric *metric, int max_retry = 20) | |
: m_source(source), m_target(target), m_distance_metric(metric) { | |
m_field = cv::Mat(m_source.size(), CV_32SC3); | |
_randomize_field(max_retry); | |
} | |
NearestNeighborField(const MaskedImage &source, const MaskedImage &target, const PatchDistanceMetric *metric, const NearestNeighborField &other, int max_retry = 20) | |
: m_source(source), m_target(target), m_distance_metric(metric) { | |
m_field = cv::Mat(m_source.size(), CV_32SC3); | |
_initialize_field_from(other, max_retry); | |
} | |
const MaskedImage &source() const { | |
return m_source; | |
} | |
const MaskedImage &target() const { | |
return m_target; | |
} | |
inline cv::Size source_size() const { | |
return m_source.size(); | |
} | |
inline cv::Size target_size() const { | |
return m_target.size(); | |
} | |
inline void set_source(const MaskedImage &source) { | |
m_source = source; | |
} | |
inline void set_target(const MaskedImage &target) { | |
m_target = target; | |
} | |
inline int *mutable_ptr(int y, int x) { | |
return m_field.ptr<int>(y, x); | |
} | |
inline const int *ptr(int y, int x) const { | |
return m_field.ptr<int>(y, x); | |
} | |
inline int at(int y, int x, int c) const { | |
return m_field.ptr<int>(y, x)[c]; | |
} | |
inline int &at(int y, int x, int c) { | |
return m_field.ptr<int>(y, x)[c]; | |
} | |
inline void set_identity(int y, int x) { | |
auto ptr = mutable_ptr(y, x); | |
ptr[0] = y, ptr[1] = x, ptr[2] = 0; | |
} | |
void minimize(int nr_pass); | |
private: | |
inline int _distance(int source_y, int source_x, int target_y, int target_x) { | |
return (*m_distance_metric)(m_source, source_y, source_x, m_target, target_y, target_x); | |
} | |
void _randomize_field(int max_retry = 20, bool reset = true); | |
void _initialize_field_from(const NearestNeighborField &other, int max_retry); | |
void _minimize_link(int y, int x, int direction); | |
MaskedImage m_source; | |
MaskedImage m_target; | |
cv::Mat m_field; // { y_target, x_target, distance_scaled } | |
const PatchDistanceMetric *m_distance_metric; | |
}; | |
class PatchSSDDistanceMetric : public PatchDistanceMetric { | |
public: | |
using PatchDistanceMetric::PatchDistanceMetric; | |
virtual int operator ()(const MaskedImage &source, int source_y, int source_x, const MaskedImage &target, int target_y, int target_x) const; | |
static const int kSSDScale; | |
}; | |
class DebugPatchSSDDistanceMetric : public PatchDistanceMetric { | |
public: | |
DebugPatchSSDDistanceMetric(int patch_size, int width, int height) : PatchDistanceMetric(patch_size), m_width(width), m_height(height) {} | |
virtual int operator ()(const MaskedImage &source, int source_y, int source_x, const MaskedImage &target, int target_y, int target_x) const; | |
protected: | |
int m_width, m_height; | |
}; | |
class RegularityGuidedPatchDistanceMetricV1 : public PatchDistanceMetric { | |
public: | |
RegularityGuidedPatchDistanceMetricV1(int patch_size, double dx1, double dy1, double dx2, double dy2, double weight) | |
: PatchDistanceMetric(patch_size), m_dx1(dx1), m_dy1(dy1), m_dx2(dx2), m_dy2(dy2), m_weight(weight) { | |
assert(m_dy1 == 0); | |
assert(m_dx2 == 0); | |
m_scale = sqrt(m_dx1 * m_dx1 + m_dy2 * m_dy2) / 4; | |
} | |
virtual int operator ()(const MaskedImage &source, int source_y, int source_x, const MaskedImage &target, int target_y, int target_x) const; | |
protected: | |
double m_dx1, m_dy1, m_dx2, m_dy2; | |
double m_scale, m_weight; | |
}; | |
class RegularityGuidedPatchDistanceMetricV2 : public PatchDistanceMetric { | |
public: | |
RegularityGuidedPatchDistanceMetricV2(int patch_size, cv::Mat ijmap, double weight) | |
: PatchDistanceMetric(patch_size), m_ijmap(ijmap), m_weight(weight) { | |
} | |
virtual int operator ()(const MaskedImage &source, int source_y, int source_x, const MaskedImage &target, int target_y, int target_x) const; | |
protected: | |
cv::Mat m_ijmap; | |
double m_width, m_height, m_weight; | |
}; | |