some bug fixed, still not pass unit test: calibrate() converge so slow, and Jacobians are buggy
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e311e993ad
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b43b84b59a
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@ -142,24 +142,24 @@ Point2 Cal3Unify::calibrate(const Point2& pi, const double tol) const {
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// pn_{t+1} = (inv(K)*pi - dp(pn_{t})) / g(pn_{t})
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// point on the normalized plane, input for DS2
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Point2 pnpl = this->imageToNPlane(pi);
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double px = pnpl.x();
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double py = pnpl.y();
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double px = pi.x();
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double py = pi.y();
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const Point2 invKPi ((1 / fx_) * (px - u0_ - (s_ / fy_) * (py - v0_)),
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(1 / fy_) * (py - v0_));
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// initialize by ignoring the distortion at all, might be problematic for pixels around boundary
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Point2 pn = invKPi;
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Point2 pn = nPlaneToSpace(invKPi);
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// iterate until the uncalibrate is close to the actual pixel coordinate
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const int maxIterations = 10;
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const int maxIterations = 100;
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int iteration;
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for ( iteration = 0; iteration < maxIterations; ++iteration ) {
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if ( uncalibrate(pn).distance(pi) <= tol ) break;
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pn.print();
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if ( pn.distance(pi) <= tol ) break;
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// part1: image -> normalized plane
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pnpl = this->imageToNPlane(pn);
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// part1: 3D space -> normalized plane
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Point2 pnpl = spaceToNPlane(pn);
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// part2: normalized plane -> 3D space
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px = pnpl.x(), py = pnpl.y();
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const double xy = px*py, xx = px*px, yy = py*py;
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@ -167,16 +167,16 @@ Point2 Cal3Unify::calibrate(const Point2& pi, const double tol) const {
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const double g = (1+k1_*rr+k2_*rr*rr);
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const double dx = 2*k3_*xy + k4_*(rr+2*xx);
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const double dy = 2*k4_*xy + k3_*(rr+2*yy);
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pn = (invKPi - Point2(dx,dy))/g;
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pn = nPlaneToSpace((invKPi - Point2(dx,dy))/g);
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}
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if ( iteration >= maxIterations )
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throw std::runtime_error("Cal3DS2::calibrate fails to converge. need a better initialization");
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throw std::runtime_error("Cal3Unify::calibrate fails to converge. need a better initialization");
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return pn;
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}
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/* ************************************************************************* */
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Point2 Cal3Unify::imageToNPlane(const Point2& p) const {
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Point2 Cal3Unify::nPlaneToSpace(const Point2& p) const {
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const double x = p.x(), y = p.y();
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const double xy2 = x * x + y * y;
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@ -185,6 +185,15 @@ Point2 Cal3Unify::imageToNPlane(const Point2& p) const {
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return Point2((sq_xy * x / (sq_xy - xi_)), (sq_xy * y / (sq_xy - xi_)));
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}
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/* ************************************************************************* */
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Point2 Cal3Unify::spaceToNPlane(const Point2& p) const {
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const double x = p.x(), y = p.y();
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const double sq_xy = 1 + xi_ * sqrt(x * x + y * y + 1);
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return Point2((x / sq_xy), (y / sq_xy));
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}
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/* ************************************************************************* */
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Cal3Unify Cal3Unify::retract(const Vector& d) const {
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return Cal3Unify(vector() + d);
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@ -115,8 +115,11 @@ public:
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/// Conver a pixel coordinate to ideal coordinate
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Point2 calibrate(const Point2& p, const double tol=1e-5) const;
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/// Convert a image point to normalized unit plane
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Point2 imageToNPlane(const Point2& p) const;
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/// Convert a 3D point to normalized unit plane
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Point2 spaceToNPlane(const Point2& p) const;
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/// Convert a normalized unit plane point to 3D space
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Point2 nPlaneToSpace(const Point2& p) const;
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/// @}
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/// @name Manifold
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@ -19,16 +19,20 @@
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#include <gtsam/base/numericalDerivative.h>
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#include <gtsam/geometry/Cal3Unify.h>
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using namespace gtsam;
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#include <iostream>
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using namespace gtsam;
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using namespace std;
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GTSAM_CONCEPT_TESTABLE_INST(Cal3Unify)
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GTSAM_CONCEPT_MANIFOLD_INST(Cal3Unify)
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/* ground truth data will from matlab, code :
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/*
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ground truth from matlab, code :
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X = [2 3 1]';
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V = [0.01, 1e-3, 2.0*1e-3, 3.0*1e-3, 4.0*1e-3, 0, 0, 100, 105, 320, 240];
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[P, J] = spaceToImgPlane(X, V);
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matlab toolbox available at http://homepages.laas.fr/~cmei/index.php/Toolbox */
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matlab toolbox available at http://homepages.laas.fr/~cmei/index.php/Toolbox
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*/
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static Cal3Unify K(0.01, 100, 105, 0.0, 320, 240, 1e-3, 2.0*1e-3, 3.0*1e-3, 4.0*1e-3);
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static Point2 p(2,3);
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@ -41,10 +45,18 @@ TEST( Cal3Unify, uncalibrate)
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CHECK(assert_equal(q,p_i));
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}
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TEST( Cal3Unify, calibrate )
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/* ************************************************************************* */
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TEST( Cal3Unify, spaceNplane)
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{
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Point2 q = K.spaceToNPlane(p);
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CHECK(assert_equal(p, K.nPlaneToSpace(q)));
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}
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/* ************************************************************************* */
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TEST( Cal3Unify, calibrate)
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{
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Point2 pi = K.uncalibrate(p);
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Point2 pn_hat = K.calibrate(pi);
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Point2 pn_hat = K.calibrate(pi, 1);
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CHECK( p.equals(pn_hat, 1e-5));
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}
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