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/** | |
* @brief Mapping functions from Eigen data types to OpenCV | |
* @author Eugene Khvedchenya <[email protected]> | |
* @details This header file contains code snippet for easy mapping Eigen types to OpenCV and back with minimal overhead. | |
* @more computer-vision.talks.com/articles/mapping-eigen-to-opencv/ | |
* Features: | |
* - Mapping plain data types with no overhead (read/write access) | |
* - Mapping expressions via evaluation (read only acess) | |
* | |
* Known issues: | |
* - Does not support .transpose() | |
*/ | |
#pragma once | |
#include <opencv2/opencv.hpp> | |
#include <Eigen/Core> | |
namespace octane { | |
namespace details | |
{ | |
struct Const {}; | |
struct Mutable {}; | |
} | |
template<typename T> | |
struct opencv_matrix; | |
template<> | |
struct opencv_matrix<double>{ static const int type = CV_64FC1; }; | |
template<> | |
struct opencv_matrix<float> { static const int type = CV_32FC1; }; | |
template<> | |
struct opencv_matrix<int> { static const int type = CV_32SC1; }; | |
template<> | |
struct opencv_matrix<unsigned char> { static const int type = CV_8UC1; }; | |
template<> | |
struct opencv_matrix<bool> | |
{ | |
static_assert(sizeof(bool) == 1, "Requires bool to be 1 byte"); | |
static const int type = CV_8UC1; | |
}; | |
/** | |
* PlainObjectBase<D> - map directly (read/write) | |
* ArrayWrapper/MatrixWrapper on PlainObjectBase - map directly (read/write) | |
* Block<D> - recursively instantiate. Can be read-only (derived is expression) or read/write (derived is planar) | |
* Expression - evaluate (read-only) | |
*/ | |
template< | |
typename Derived, | |
typename Base, | |
typename ConstPolicy, | |
typename StorageKind = typename Eigen::internal::traits<Derived>::StorageKind | |
> | |
class Eigen2CV; | |
class Eigen2CVBase | |
{ | |
public: | |
operator cv::Mat() const | |
{ | |
return mBody; | |
} | |
operator cv::_InputArray() const | |
{ | |
return cv::_InputArray(mBody); | |
} | |
protected: | |
template<typename Derived> | |
void mapPlaneMemory(const Derived& src) | |
{ | |
const bool isRowMajor = int(Derived::Flags) & Eigen::RowMajorBit; | |
const int stride = src.outerStride() * sizeof(typename Derived::Scalar); | |
if (isRowMajor) | |
this->mapPlaneMemoryRowMajor(src.data(), | |
src.rows(), | |
src.cols(), | |
stride); | |
else | |
this->mapPlaneMemoryColMajor(src.data(), | |
src.rows(), | |
src.cols(), | |
stride); | |
} | |
template <typename Scalar> | |
void mapPlaneMemoryRowMajor(const Scalar* planeData, int rows, int cols, int stride) | |
{ | |
this->mBody = cv::Mat(rows, cols, opencv_matrix<Scalar>::type, const_cast<Scalar*>(planeData), stride); | |
} | |
template <typename Scalar> | |
void mapPlaneMemoryColMajor(const Scalar* planeData, int rows, int cols, int stride) | |
{ | |
this->mBody = cv::Mat(cols, rows, opencv_matrix<Scalar>::type, const_cast<Scalar*>(planeData), stride); | |
} | |
template <typename Derived, typename T> | |
void assignMatrix(Eigen::DenseBase<Derived>& dst, const cv::Mat_<T>& src) | |
{ | |
typedef Eigen::Matrix<T, Eigen::Dynamic, Eigen::Dynamic, Eigen::RowMajor> PlainMatrixType; | |
dst = Eigen::Map<PlainMatrixType>((T*)src.data, src.rows, src.cols).template cast<typename Derived::Scalar>(); | |
} | |
cv::Mat mBody; | |
}; | |
template<typename Derived> | |
class Eigen2CV<Derived, Eigen::PlainObjectBase<Derived>, details::Const> : public Eigen2CVBase | |
{ | |
public: | |
typedef typename Derived::Scalar Scalar; | |
typedef Eigen2CV<Derived, Eigen::PlainObjectBase<Derived>, details::Mutable> Self; | |
Eigen2CV(const Eigen::PlainObjectBase<Derived>& src) | |
: mMappedView(src) | |
{ | |
this->mapPlaneMemory(mMappedView); | |
} | |
private: | |
const Eigen::PlainObjectBase<Derived>& mMappedView; | |
}; | |
template<typename Derived> | |
class Eigen2CV<Derived, Eigen::PlainObjectBase<Derived>, details::Mutable> : public Eigen2CVBase | |
{ | |
public: | |
typedef typename Derived::Scalar Scalar; | |
typedef Eigen2CV<Derived, Eigen::PlainObjectBase<Derived>, details::Mutable> Self; | |
Eigen2CV(Eigen::PlainObjectBase<Derived>& src) | |
: mMappedView(src) | |
{ | |
this->mapPlaneMemory(mMappedView); | |
} | |
template <typename T> | |
Self& operator=(const cv::Mat_<T>& src) | |
{ | |
assignMatrix<Derived, T>(mMappedView, src); | |
return *this; | |
} | |
/** | |
* @brief Assignment operator to copy OpenCV Mat data to mapped Eigen object. | |
*/ | |
Self& operator= (const cv::Mat& m) | |
{ | |
switch (m.type()) | |
{ | |
case CV_8U: return *this = (cv::Mat_<uint8_t>)m; | |
case CV_16U: return *this = (cv::Mat_<uint16_t>)m; | |
case CV_16S: return *this = (cv::Mat_<int16_t>)m; | |
case CV_32S: return *this = (cv::Mat_<int32_t>)m; | |
case CV_32F: return *this = (cv::Mat_<float>)m; | |
case CV_64F: return *this = (cv::Mat_<double>)m; | |
default: | |
throw std::runtime_error("Unsupported OpenCV matrix type"); | |
}; | |
} | |
operator cv::_InputOutputArray() | |
{ | |
return cv::_InputOutputArray(this->mBody); | |
} | |
protected: | |
private: | |
Eigen::PlainObjectBase<Derived>& mMappedView; | |
}; | |
template<typename Derived> | |
class Eigen2CV<Derived, | |
Eigen::Block<Derived>, | |
details::Mutable, | |
Eigen::Dense> : public Eigen2CVBase | |
{ | |
public: | |
typedef typename Derived::Scalar Scalar; | |
typedef Eigen2CV<Derived, Eigen::Block<Derived>, details::Mutable> Self; | |
Eigen2CV(const Eigen::Block<Derived>& src) | |
: mMappedView(src) | |
{ | |
this->mapPlaneMemory(mMappedView); | |
} | |
operator cv::_OutputArray() | |
{ | |
return cv::_OutputArray(this->mBody); | |
} | |
template <typename T> | |
Self& operator=(const cv::Mat_<T>& src) | |
{ | |
assignMatrix<Derived, T>(mMappedView, src); | |
return *this; | |
} | |
/** | |
* @brief Assignment operator to copy OpenCV Mat data to mapped Eigen object. | |
*/ | |
Self& operator= (const cv::Mat& m) throw () | |
{ | |
switch (m.type()) | |
{ | |
case CV_8U: return *this = (cv::Mat_<uint8_t>)m; | |
case CV_16U: return *this = (cv::Mat_<uint16_t>)m; | |
case CV_16S: return *this = (cv::Mat_<int16_t>)m; | |
case CV_32S: return *this = (cv::Mat_<int32_t>)m; | |
case CV_32F: return *this = (cv::Mat_<float>)m; | |
case CV_64F: return *this = (cv::Mat_<double>)m; | |
default: | |
throw std::runtime_error("Unsupported OpenCV matrix type"); | |
}; | |
} | |
private: | |
const Eigen::Block<Derived>& mMappedView; | |
}; | |
/** | |
* @brief Most generic and most inefficient mapper - it evaluates input object into a local copy. | |
*/ | |
template<typename Derived> | |
class Eigen2CV<Derived, Eigen::EigenBase<Derived>, details::Const> : public Eigen2CVBase | |
{ | |
public: | |
typedef typename Derived::Scalar Scalar; | |
typedef typename Eigen::internal::plain_matrix_type<Derived>::type StorageType; | |
Eigen2CV(const Eigen::EigenBase<Derived>& src) | |
{ | |
mStorage = src; | |
this->mapPlaneMemory(mStorage); | |
} | |
private: | |
StorageType mStorage; | |
}; | |
template<typename E> | |
Eigen2CV<E, Eigen::PlainObjectBase<E>, details::Mutable> | |
eigen2cv(Eigen::PlainObjectBase<E>& src) | |
{ | |
return Eigen2CV<E, Eigen::PlainObjectBase<E>, details::Mutable>(src); | |
} | |
template<typename E> | |
Eigen2CV<E, Eigen::PlainObjectBase<E>, details::Const> | |
eigen2cv(const Eigen::PlainObjectBase<E>& src) | |
{ | |
return Eigen2CV<E, Eigen::PlainObjectBase<E>, details::Const>(src); | |
} | |
template<typename E> | |
Eigen2CV<E, Eigen::Block<E>, details::Mutable> | |
eigen2cv(const Eigen::Block<E>& src) | |
{ | |
return Eigen2CV<E, Eigen::Block<E>, details::Mutable>(src); | |
} | |
template<typename E> | |
auto eigen2cv(const Eigen::ArrayWrapper<E>& src) -> | |
decltype(eigen2cv(src.nestedExpression().eval())) | |
{ | |
return eigen2cv(src.nestedExpression().eval()); | |
} | |
template<typename E> | |
auto eigen2cv(const Eigen::MatrixWrapper<E>& src) -> | |
decltype(eigen2cv(src.nestedExpression().eval())) | |
{ | |
return eigen2cv(src.nestedExpression().eval()); | |
} | |
template<typename E> | |
Eigen2CV<E, Eigen::EigenBase<E>, details::Const> | |
eigen2cv(const Eigen::EigenBase<E>& src) | |
{ | |
return Eigen2CV<E, Eigen::EigenBase<E>, details::Const>(src); | |
} | |
} |
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