Merge branch '2.4'
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@@ -352,104 +352,19 @@ CV_EXPORTS_W void calcOpticalFlowSF(InputArray from,
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double upscale_sigma_color,
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double speed_up_thr);
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class CV_EXPORTS DenseOpticalFlow : public Algorithm
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{
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public:
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virtual void calc(InputArray I0, InputArray I1, InputOutputArray flow) = 0;
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virtual void collectGarbage() = 0;
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};
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// Implementation of the Zach, Pock and Bischof Dual TV-L1 Optical Flow method
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//
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// see reference:
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// [1] C. Zach, T. Pock and H. Bischof, "A Duality Based Approach for Realtime TV-L1 Optical Flow".
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// [2] Javier Sanchez, Enric Meinhardt-Llopis and Gabriele Facciolo. "TV-L1 Optical Flow Estimation".
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class CV_EXPORTS OpticalFlowDual_TVL1
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{
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public:
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OpticalFlowDual_TVL1();
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void operator ()(InputArray I0, InputArray I1, InputOutputArray flow);
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void collectGarbage();
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/**
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* Time step of the numerical scheme.
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*/
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double tau;
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/**
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* Weight parameter for the data term, attachment parameter.
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* This is the most relevant parameter, which determines the smoothness of the output.
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* The smaller this parameter is, the smoother the solutions we obtain.
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* It depends on the range of motions of the images, so its value should be adapted to each image sequence.
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*/
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double lambda;
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/**
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* Weight parameter for (u - v)^2, tightness parameter.
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* It serves as a link between the attachment and the regularization terms.
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* In theory, it should have a small value in order to maintain both parts in correspondence.
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* The method is stable for a large range of values of this parameter.
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*/
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double theta;
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/**
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* Number of scales used to create the pyramid of images.
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*/
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int nscales;
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/**
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* Number of warpings per scale.
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* Represents the number of times that I1(x+u0) and grad( I1(x+u0) ) are computed per scale.
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* This is a parameter that assures the stability of the method.
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* It also affects the running time, so it is a compromise between speed and accuracy.
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*/
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int warps;
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/**
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* Stopping criterion threshold used in the numerical scheme, which is a trade-off between precision and running time.
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* A small value will yield more accurate solutions at the expense of a slower convergence.
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*/
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double epsilon;
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/**
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* Stopping criterion iterations number used in the numerical scheme.
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*/
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int iterations;
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bool useInitialFlow;
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private:
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void procOneScale(const Mat_<float>& I0, const Mat_<float>& I1, Mat_<float>& u1, Mat_<float>& u2);
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std::vector<Mat_<float> > I0s;
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std::vector<Mat_<float> > I1s;
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std::vector<Mat_<float> > u1s;
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std::vector<Mat_<float> > u2s;
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Mat_<float> I1x_buf;
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Mat_<float> I1y_buf;
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Mat_<float> flowMap1_buf;
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Mat_<float> flowMap2_buf;
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Mat_<float> I1w_buf;
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Mat_<float> I1wx_buf;
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Mat_<float> I1wy_buf;
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Mat_<float> grad_buf;
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Mat_<float> rho_c_buf;
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Mat_<float> v1_buf;
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Mat_<float> v2_buf;
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Mat_<float> p11_buf;
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Mat_<float> p12_buf;
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Mat_<float> p21_buf;
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Mat_<float> p22_buf;
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Mat_<float> div_p1_buf;
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Mat_<float> div_p2_buf;
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Mat_<float> u1x_buf;
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Mat_<float> u1y_buf;
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Mat_<float> u2x_buf;
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Mat_<float> u2y_buf;
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};
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CV_EXPORTS Ptr<DenseOpticalFlow> createOptFlow_DualTVL1();
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}
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