NCVBroxOpticalFlow.hpp 4.5 KB

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  1. /*M///////////////////////////////////////////////////////////////////////////////////////
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  41. //M*/
  42. ////////////////////////////////////////////////////////////////////////////////
  43. //
  44. // NVIDIA CUDA implementation of Brox et al Optical Flow algorithm
  45. //
  46. // Algorithm is explained in the original paper:
  47. // T. Brox, A. Bruhn, N. Papenberg, J. Weickert:
  48. // High accuracy optical flow estimation based on a theory for warping.
  49. // ECCV 2004.
  50. //
  51. // Implementation by Mikhail Smirnov
  52. // email: msmirnov@nvidia.com, devsupport@nvidia.com
  53. //
  54. // Credits for help with the code to:
  55. // Alexey Mendelenko, Anton Obukhov, and Alexander Kharlamov.
  56. //
  57. ////////////////////////////////////////////////////////////////////////////////
  58. #ifndef _ncv_optical_flow_h_
  59. #define _ncv_optical_flow_h_
  60. #include "opencv2/cudalegacy/NCV.hpp"
  61. //! @addtogroup cudalegacy
  62. //! @{
  63. /// \brief Model and solver parameters
  64. struct NCVBroxOpticalFlowDescriptor
  65. {
  66. /// flow smoothness
  67. Ncv32f alpha;
  68. /// gradient constancy importance
  69. Ncv32f gamma;
  70. /// pyramid scale factor
  71. Ncv32f scale_factor;
  72. /// number of lagged non-linearity iterations (inner loop)
  73. Ncv32u number_of_inner_iterations;
  74. /// number of warping iterations (number of pyramid levels)
  75. Ncv32u number_of_outer_iterations;
  76. /// number of linear system solver iterations
  77. Ncv32u number_of_solver_iterations;
  78. };
  79. /////////////////////////////////////////////////////////////////////////////////////////
  80. /// \brief Compute optical flow
  81. ///
  82. /// Based on method by Brox et al [2004]
  83. /// \param [in] desc model and solver parameters
  84. /// \param [in] gpu_mem_allocator GPU memory allocator
  85. /// \param [in] frame0 source frame
  86. /// \param [in] frame1 frame to track
  87. /// \param [out] u flow horizontal component (along \b x axis)
  88. /// \param [out] v flow vertical component (along \b y axis)
  89. /// \param stream
  90. /// \return computation status
  91. /////////////////////////////////////////////////////////////////////////////////////////
  92. CV_EXPORTS
  93. NCVStatus NCVBroxOpticalFlow(const NCVBroxOpticalFlowDescriptor desc,
  94. INCVMemAllocator &gpu_mem_allocator,
  95. const NCVMatrix<Ncv32f> &frame0,
  96. const NCVMatrix<Ncv32f> &frame1,
  97. NCVMatrix<Ncv32f> &u,
  98. NCVMatrix<Ncv32f> &v,
  99. cudaStream_t stream);
  100. //! @}
  101. #endif