reprojectionErrors
parent
c9536523bf
commit
81538aac55
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@ -43,6 +43,24 @@ protected:
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static const int ZDim = traits<Z>::dimension; ///< Measurement dimension
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static const int Dim = traits<CAMERA>::dimension; ///< Camera dimension
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/// Make a vector of re-projection errors
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static Vector ErrorVector(const std::vector<Z>& predicted,
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const std::vector<Z>& measured) {
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// Check size
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size_t m = predicted.size();
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if (measured.size() != m)
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throw std::runtime_error("CameraSet::errors: size mismatch");
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// Project and fill derivatives
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Vector b(ZDim * m);
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for (size_t i = 0, row = 0; i < m; i++, row += ZDim) {
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Z e = predicted[i] - measured[i];
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b.segment<ZDim>(row) = e.vector();
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}
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return b;
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}
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public:
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/// Definitions for blocks of F
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@ -77,28 +95,71 @@ public:
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* Project a point, with derivatives in this, point, and calibration
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* throws CheiralityException
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*/
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std::vector<Z> project(const Point3& point, boost::optional<Matrix&> F =
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boost::none, boost::optional<Matrix&> E = boost::none,
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std::vector<Z> project(const Point3& point, //
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boost::optional<Matrix&> F = boost::none, //
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boost::optional<Matrix&> E = boost::none, //
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boost::optional<Matrix&> H = boost::none) const {
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size_t nrCameras = this->size();
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if (F) F->resize(ZDim * nrCameras, 6);
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if (E) E->resize(ZDim * nrCameras, 3);
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if (H && Dim > 6) H->resize(ZDim * nrCameras, Dim - 6);
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std::vector<Z> z(nrCameras);
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// Allocate result
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size_t m = this->size();
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std::vector<Z> z(m);
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for (size_t i = 0; i < nrCameras; i++) {
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Eigen::Matrix<double, ZDim, 6> Fi;
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Eigen::Matrix<double, ZDim, 3> Ei;
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Eigen::Matrix<double, ZDim, Dim - 6> Hi;
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// Allocate derivatives
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if (F)
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F->resize(ZDim * m, 6);
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if (E)
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E->resize(ZDim * m, 3);
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if (H && Dim > 6)
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H->resize(ZDim * m, Dim - 6);
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Eigen::Matrix<double, ZDim, 6> Fi;
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Eigen::Matrix<double, ZDim, 3> Ei;
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Eigen::Matrix<double, ZDim, Dim - 6> Hi;
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// Project and fill derivatives
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for (size_t i = 0; i < m; i++) {
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z[i] = this->at(i).project(point, F ? &Fi : 0, E ? &Ei : 0, H ? &Hi : 0);
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if (F) F->block<ZDim, 6>(ZDim * i, 0) = Fi;
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if (E) E->block<ZDim, 3>(ZDim * i, 0) = Ei;
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if (H) H->block<ZDim, Dim - 6>(ZDim * i, 0) = Hi;
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if (F)
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F->block<ZDim, 6>(ZDim * i, 0) = Fi;
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if (E)
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E->block<ZDim, 3>(ZDim * i, 0) = Ei;
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if (H)
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H->block<ZDim, Dim - 6>(ZDim * i, 0) = Hi;
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}
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return z;
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}
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/**
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* Project a point, with derivatives in this, point, and calibration
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* throws CheiralityException
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*/
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std::vector<Z> projectAtInfinity(const Point3& point) const {
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// Allocate result
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size_t m = this->size();
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std::vector<Z> z(m);
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// Project and fill derivatives
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for (size_t i = 0; i < m; i++)
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z[i] = this->at(i).projectPointAtInfinity(point);
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return z;
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}
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/// Calculate vector of re-projection errors
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Vector reprojectionErrors(const Point3& point,
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const std::vector<Z>& measured) const {
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return ErrorVector(project(point), measured);
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}
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/// Calculate vector of re-projection errors, from point at infinity
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// TODO: take Unit3 instead
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Vector reprojectionErrorsAtInfinity(const Point3& point,
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const std::vector<Z>& measured) const {
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return ErrorVector(projectAtInfinity(point), measured);
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}
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private:
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/// Serialization function
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@ -37,16 +37,16 @@ TEST(CameraSet, Pinhole) {
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set.push_back(camera);
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set.push_back(camera);
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Point3 p(0, 0, 1);
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CHECK(assert_equal(set, set));
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EXPECT(assert_equal(set, set));
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CameraSet<Camera> set2 = set;
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set2.push_back(camera);
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CHECK(!set.equals(set2));
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EXPECT(!set.equals(set2));
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// Check measurements
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Point2 expected;
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ZZ z = set.project(p);
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CHECK(assert_equal(expected, z[0]));
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CHECK(assert_equal(expected, z[1]));
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EXPECT(assert_equal(expected, z[0]));
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EXPECT(assert_equal(expected, z[1]));
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// Calculate expected derivatives using Pinhole
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Matrix46 actualF;
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@ -65,9 +65,27 @@ TEST(CameraSet, Pinhole) {
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// Check computed derivatives
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Matrix F, E, H;
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set.project(p, F, E, H);
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CHECK(assert_equal(actualF, F));
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CHECK(assert_equal(actualE, E));
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CHECK(assert_equal(actualH, H));
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EXPECT(assert_equal(actualF, F));
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EXPECT(assert_equal(actualE, E));
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EXPECT(assert_equal(actualH, H));
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// Check errors
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ZZ measured;
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measured.push_back(Point2(1, 2));
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measured.push_back(Point2(3, 4));
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Vector4 expectedV;
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// reprojectionErrors
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expectedV << -1, -2, -3, -4;
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Vector actualV = set.reprojectionErrors(p, measured);
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EXPECT(assert_equal(expectedV, actualV));
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// reprojectionErrorsAtInfinity
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EXPECT(
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assert_equal(Point3(0, 0, 1),
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camera.backprojectPointAtInfinity(Point2())));
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actualV = set.reprojectionErrorsAtInfinity(p, measured);
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EXPECT(assert_equal(expectedV, actualV));
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}
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/* ************************************************************************* */
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@ -84,8 +102,8 @@ TEST(CameraSet, Stereo) {
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// Check measurements
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StereoPoint2 expected(0, -1, 0);
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ZZ z = set.project(p);
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CHECK(assert_equal(expected, z[0]));
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CHECK(assert_equal(expected, z[1]));
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EXPECT(assert_equal(expected, z[0]));
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EXPECT(assert_equal(expected, z[1]));
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// Calculate expected derivatives using Pinhole
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Matrix66 actualF;
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@ -101,8 +119,8 @@ TEST(CameraSet, Stereo) {
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// Check computed derivatives
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Matrix F, E;
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set.project(p, F, E);
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CHECK(assert_equal(actualF, F));
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CHECK(assert_equal(actualE, E));
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EXPECT(assert_equal(actualF, F));
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EXPECT(assert_equal(actualE, E));
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}
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/* ************************************************************************* */
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