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still a couple tabs and trailing whitespaces...
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@ -209,10 +209,10 @@ namespace tvl1flow
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__global__ void estimateUKernel(const PtrStepSzf I1wx, const PtrStepf I1wy,
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const PtrStepf grad, const PtrStepf rho_c,
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const PtrStepf p11, const PtrStepf p12,
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const PtrStepf p21, const PtrStepf p22,
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const PtrStepf p31, const PtrStepf p32,
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PtrStepf u1, PtrStepf u2, PtrStepf u3, PtrStepf error,
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const PtrStepf p11, const PtrStepf p12,
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const PtrStepf p21, const PtrStepf p22,
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const PtrStepf p31, const PtrStepf p32,
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PtrStepf u1, PtrStepf u2, PtrStepf u3, PtrStepf error,
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const float l_t, const float theta, const float gamma, const bool calcError)
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{
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const int x = blockIdx.x * blockDim.x + threadIdx.x;
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@ -225,8 +225,8 @@ namespace tvl1flow
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const float I1wyVal = I1wy(y, x);
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const float gradVal = grad(y, x);
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const float u1OldVal = u1(y, x);
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const float u2OldVal = u2(y, x);
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const float u3OldVal = u3(y, x);
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const float u2OldVal = u2(y, x);
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const float u3OldVal = u3(y, x);
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const float rho = rho_c(y, x) + (I1wxVal * u1OldVal + I1wyVal * u2OldVal + gamma * u3OldVal);
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@ -234,61 +234,61 @@ namespace tvl1flow
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float d1 = 0.0f;
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float d2 = 0.0f;
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float d3 = 0.0f;
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float d3 = 0.0f;
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if (rho < -l_t * gradVal)
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{
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d1 = l_t * I1wxVal;
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d2 = l_t * I1wyVal;
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d3 = l_t * gamma;
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d3 = l_t * gamma;
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}
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else if (rho > l_t * gradVal)
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{
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d1 = -l_t * I1wxVal;
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d2 = -l_t * I1wyVal;
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d3 = -l_t * gamma;
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d3 = -l_t * gamma;
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}
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else if (gradVal > numeric_limits<float>::epsilon())
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{
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const float fi = -rho / gradVal;
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d1 = fi * I1wxVal;
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d2 = fi * I1wyVal;
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d3 = fi * gamma;
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d3 = fi * gamma;
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}
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const float v1 = u1OldVal + d1;
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const float v2 = u2OldVal + d2;
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const float v3 = u3OldVal + d3;
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const float v2 = u2OldVal + d2;
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const float v3 = u3OldVal + d3;
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// compute the divergence of the dual variable (p1, p2)
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const float div_p1 = divergence(p11, p12, y, x);
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const float div_p2 = divergence(p21, p22, y, x);
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const float div_p3 = divergence(p31, p32, y, x);
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const float div_p2 = divergence(p21, p22, y, x);
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const float div_p3 = divergence(p31, p32, y, x);
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// estimate the values of the optical flow (u1, u2)
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const float u1NewVal = v1 + theta * div_p1;
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const float u2NewVal = v2 + theta * div_p2;
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const float u3NewVal = v3 + theta * div_p3;
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const float u2NewVal = v2 + theta * div_p2;
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const float u3NewVal = v3 + theta * div_p3;
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u1(y, x) = u1NewVal;
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u2(y, x) = u2NewVal;
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u3(y, x) = u3NewVal;
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u2(y, x) = u2NewVal;
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u3(y, x) = u3NewVal;
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if (calcError)
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{
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const float n1 = (u1OldVal - u1NewVal) * (u1OldVal - u1NewVal);
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const float n2 = (u2OldVal - u2NewVal) * (u2OldVal - u2NewVal);
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const float n3 = 0;// (u3OldVal - u3NewVal) * (u3OldVal - u3NewVal);
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const float n2 = (u2OldVal - u2NewVal) * (u2OldVal - u2NewVal);
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const float n3 = 0;// (u3OldVal - u3NewVal) * (u3OldVal - u3NewVal);
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error(y, x) = n1 + n2 + n3;
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}
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}
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void estimateU(PtrStepSzf I1wx, PtrStepSzf I1wy,
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PtrStepSzf grad, PtrStepSzf rho_c,
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PtrStepSzf p11, PtrStepSzf p12, PtrStepSzf p21, PtrStepSzf p22, PtrStepSzf p31, PtrStepSzf p32,
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PtrStepSzf u1, PtrStepSzf u2, PtrStepSzf u3, PtrStepSzf error,
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PtrStepSzf p11, PtrStepSzf p12, PtrStepSzf p21, PtrStepSzf p22, PtrStepSzf p31, PtrStepSzf p32,
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PtrStepSzf u1, PtrStepSzf u2, PtrStepSzf u3, PtrStepSzf error,
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float l_t, float theta, float gamma, bool calcError)
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{
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const dim3 block(32, 8);
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@ -306,8 +306,8 @@ namespace tvl1flow
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namespace tvl1flow
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{
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__global__ void estimateDualVariablesKernel(const PtrStepSzf u1, const PtrStepf u2, const PtrStepSzf u3,
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PtrStepf p11, PtrStepf p12, PtrStepf p21, PtrStepf p22, PtrStepf p31, PtrStepf p32, const float taut)
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__global__ void estimateDualVariablesKernel(const PtrStepSzf u1, const PtrStepf u2, const PtrStepSzf u3,
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PtrStepf p11, PtrStepf p12, PtrStepf p21, PtrStepf p22, PtrStepf p31, PtrStepf p32, const float taut)
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{
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const int x = blockIdx.x * blockDim.x + threadIdx.x;
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const int y = blockIdx.y * blockDim.y + threadIdx.y;
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@ -321,26 +321,26 @@ namespace tvl1flow
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const float u2x = u2(y, ::min(x + 1, u1.cols - 1)) - u2(y, x);
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const float u2y = u2(::min(y + 1, u1.rows - 1), x) - u2(y, x);
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const float u3x = u3(y, ::min(x + 1, u1.cols - 1)) - u3(y, x);
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const float u3y = u3(::min(y + 1, u1.rows - 1), x) - u3(y, x);
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const float u3x = u3(y, ::min(x + 1, u1.cols - 1)) - u3(y, x);
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const float u3y = u3(::min(y + 1, u1.rows - 1), x) - u3(y, x);
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const float g1 = ::hypotf(u1x, u1y);
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const float g2 = ::hypotf(u2x, u2y);
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const float g3 = ::hypotf(u3x, u3y);
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const float g2 = ::hypotf(u2x, u2y);
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const float g3 = ::hypotf(u3x, u3y);
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const float ng1 = 1.0f + taut * g1;
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const float ng2 = 1.0f + taut * g2;
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const float ng3 = 1.0f + taut * g3;
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const float ng2 = 1.0f + taut * g2;
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const float ng3 = 1.0f + taut * g3;
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p11(y, x) = (p11(y, x) + taut * u1x) / ng1;
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p12(y, x) = (p12(y, x) + taut * u1y) / ng1;
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p21(y, x) = (p21(y, x) + taut * u2x) / ng2;
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p22(y, x) = (p22(y, x) + taut * u2y) / ng2;
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p31(y, x) = (p31(y, x) + taut * u3x) / ng3;
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p32(y, x) = (p32(y, x) + taut * u3y) / ng3;
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p22(y, x) = (p22(y, x) + taut * u2y) / ng2;
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p31(y, x) = (p31(y, x) + taut * u3x) / ng3;
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p32(y, x) = (p32(y, x) + taut * u3y) / ng3;
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}
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void estimateDualVariables(PtrStepSzf u1, PtrStepSzf u2, PtrStepSzf u3, PtrStepSzf p11, PtrStepSzf p12, PtrStepSzf p21, PtrStepSzf p22, PtrStepSzf p31, PtrStepSzf p32, float taut)
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void estimateDualVariables(PtrStepSzf u1, PtrStepSzf u2, PtrStepSzf u3, PtrStepSzf p11, PtrStepSzf p12, PtrStepSzf p21, PtrStepSzf p22, PtrStepSzf p31, PtrStepSzf p32, float taut)
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{
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const dim3 block(32, 8);
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const dim3 grid(divUp(u1.cols, block.x), divUp(u1.rows, block.y));
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@ -361,21 +361,21 @@ CUDA_TEST_P(OpticalFlowDual_TVL1, Accuracy)
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alg->calc(frame0, frame1, flow);
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cv::Mat gold[2];
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cv::split(flow, gold);
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cv::Mat mx(d_flowx);
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cv::Mat my(d_flowx);
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cv::Mat mx(d_flowx);
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cv::Mat my(d_flowx);
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EXPECT_MAT_SIMILAR(gold[0], d_flowx, 4e-3);
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EXPECT_MAT_SIMILAR(gold[1], d_flowy, 4e-3);
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d_alg.gamma = 1;
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alg->set("gamma", 1);
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d_alg(loadMat(frame0, useRoi), loadMat(frame1, useRoi), d_flowx, d_flowy);
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alg->calc(frame0, frame1, flow);
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cv::split(flow, gold);
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mx = cv::Mat(d_flowx);
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my = cv::Mat(d_flowx);
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d_alg.gamma = 1;
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alg->set("gamma", 1);
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d_alg(loadMat(frame0, useRoi), loadMat(frame1, useRoi), d_flowx, d_flowy);
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alg->calc(frame0, frame1, flow);
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cv::split(flow, gold);
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mx = cv::Mat(d_flowx);
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my = cv::Mat(d_flowx);
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EXPECT_MAT_SIMILAR(gold[0], d_flowx, 4e-3);
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EXPECT_MAT_SIMILAR(gold[1], d_flowy, 4e-3);
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EXPECT_MAT_SIMILAR(gold[0], d_flowx, 4e-3);
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EXPECT_MAT_SIMILAR(gold[1], d_flowy, 4e-3);
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}
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INSTANTIATE_TEST_CASE_P(CUDA_OptFlow, OpticalFlowDual_TVL1, testing::Combine(
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@ -460,7 +460,7 @@ void OpticalFlowDual_TVL1::calc(InputArray _I0, InputArray _I1, InputOutputArray
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{
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dm.u1s[nscales - 1].setTo(Scalar::all(0));
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dm.u2s[nscales - 1].setTo(Scalar::all(0));
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}
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}
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if (use_gamma) dm.u3s[nscales - 1].setTo(Scalar::all(0));
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// pyramidal structure for computing the optical flow
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for (int s = nscales - 1; s >= 0; --s)
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@ -958,7 +958,7 @@ void EstimateVBody::operator() (const Range& range) const
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float* v1Row = v1[y];
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float* v2Row = v2[y];
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float* v3Row = use_gamma ? v3[y]:NULL;
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for (int x = 0; x < I1wx.cols; ++x)
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{
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const float rho = use_gamma ? rhoRow[x] + (I1wxRow[x] * u1Row[x] + I1wyRow[x] * u2Row[x]) + gamma * u3Row[x] :
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@ -1024,8 +1024,8 @@ void estimateV(const Mat_<float>& I1wx, const Mat_<float>& I1wy, const Mat_<floa
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////////////////////////////////////////////////////////////
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// estimateU
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float estimateU(const Mat_<float>& v1, const Mat_<float>& v2, const Mat_<float>& v3,
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const Mat_<float>& div_p1, const Mat_<float>& div_p2, const Mat_<float>& div_p3,
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float estimateU(const Mat_<float>& v1, const Mat_<float>& v2, const Mat_<float>& v3,
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const Mat_<float>& div_p1, const Mat_<float>& div_p2, const Mat_<float>& div_p3,
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Mat_<float>& u1, Mat_<float>& u2, Mat_<float>& u3,
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float theta, float gamma)
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{
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@ -1060,7 +1060,6 @@ float estimateU(const Mat_<float>& v1, const Mat_<float>& v2, const Mat_<float>&
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u1Row[x] = v1Row[x] + theta * divP1Row[x];
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u2Row[x] = v2Row[x] + theta * divP2Row[x];
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if (use_gamma) u3Row[x] = v3Row[x] + theta * divP3Row[x];
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error += use_gamma?(u1Row[x] - u1k) * (u1Row[x] - u1k) + (u2Row[x] - u2k) * (u2Row[x] - u2k) + (u3Row[x] - u3k) * (u3Row[x] - u3k):
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(u1Row[x] - u1k) * (u1Row[x] - u1k) + (u2Row[x] - u2k) * (u2Row[x] - u2k);
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}
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@ -1130,11 +1129,11 @@ void EstimateDualVariablesBody::operator() (const Range& range) const
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}
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}
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void estimateDualVariables(const Mat_<float>& u1x, const Mat_<float>& u1y,
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void estimateDualVariables(const Mat_<float>& u1x, const Mat_<float>& u1y,
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const Mat_<float>& u2x, const Mat_<float>& u2y,
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const Mat_<float>& u3x, const Mat_<float>& u3y,
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Mat_<float>& p11, Mat_<float>& p12,
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Mat_<float>& p21, Mat_<float>& p22,
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Mat_<float>& p11, Mat_<float>& p12,
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Mat_<float>& p21, Mat_<float>& p22,
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Mat_<float>& p31, Mat_<float>& p32,
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float taut, bool use_gamma)
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{
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