Commit f5ef071c authored by Pat O'Keefe's avatar Pat O'Keefe

Add RGBD registration function that registers depth to an external camera.

parent 525c4d5e
...@@ -231,6 +231,31 @@ namespace rgbd ...@@ -231,6 +231,31 @@ namespace rgbd
mutable void* depth_cleaner_impl_; mutable void* depth_cleaner_impl_;
}; };
/** Registers depth data to an external camera
* Registration is performed by creating a depth cloud, transforming the cloud by
* the rigid body transformation between the cameras, and then projecting the
* transformed points into the RGB camera.
*
* uv_rgb = K_rgb * [R | t] * z * inv(K_ir) * uv_ir
*
* Currently does not check for negative depth values.
*
* @param unregisteredCameraMatrix the camera matrix of the depth camera
* @param registeredCameraMatrix the camera matrix of the external camera
* @param registeredDistCoeffs the distortion coefficients of the external camera
* @param Rt the rigid body transform between the cameras. Transforms points from depth camera frame to external camera frame.
* @param unregisteredDepth the input depth data
* @param outputImagePlaneSize the image plane dimensions of the external camera (width, height)
* @param registeredDepth the result of transforming the depth into the external camera
* @param depthDilation whether or not the depth is dilated to avoid holes and occlusion errors (optional)
*/
CV_EXPORTS
void
registerDepth(InputArray unregisteredCameraMatrix, InputArray registeredCameraMatrix, InputArray registeredDistCoeffs,
InputArray Rt, InputArray unregisteredDepth, const Size& outputImagePlaneSize,
OutputArray registeredDepth, bool depthDilation=false);
/** /**
* @param depth the depth image * @param depth the depth image
* @param in_K * @param in_K
......
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#include "test_precomp.hpp"
namespace cv
{
namespace rgbd
{
class CV_RgbdDepthRegistrationTest: public cvtest::BaseTest
{
public:
CV_RgbdDepthRegistrationTest()
{
}
~CV_RgbdDepthRegistrationTest()
{
}
protected:
void
run(int)
{
// Test all three input types for no-op registrations (where a depth image is registered to itself)
int code = noOpRandomRegistrationTest<unsigned short>(100, 2500);
if( code != cvtest::TS::OK )
{
ts->set_failed_test_info(code);
return;
}
code = noOpRandomRegistrationTest<float>(0.1f, 2.5f);
if( code != cvtest::TS::OK )
{
ts->set_failed_test_info(code);
return;
}
code = noOpRandomRegistrationTest<double>(0.1, 2.5);
if( code != cvtest::TS::OK )
{
ts->set_failed_test_info(code);
return;
}
// Test sentinel value handling, occlusion, and dilation
{
// K from a VGA Kinect
Mat K = (Mat_<float>(3, 3) << 525., 0., 319.5, 0., 525., 239.5, 0., 0., 1.);
int width = 640, height = 480;
// All elements are zero except for first two along the diagonal
Mat_<unsigned short> vgaDepth(height, width, (unsigned short)0);
vgaDepth(0,0) = 1001;
vgaDepth(1,1) = 1000;
Mat_<unsigned short> registeredDepth;
registerDepth(K, K, Mat(), Matx44f::eye(), vgaDepth, Size(width, height), registeredDepth, true);
// We expect the closer depth of 1000 to occlude the more distant depth and occupy the
// upper four left pixels in the depth image because of dilation
Mat_<unsigned short> expectedResult(height, width, (unsigned short)0);
expectedResult(0,0) = 1000;
expectedResult(0,1) = 1000;
expectedResult(1,0) = 1000;
expectedResult(1,1) = 1000;
int cmpResult = cvtest::cmpEps2( ts, registeredDepth, expectedResult, 0, true, "Dilation and occlusion");
if( cmpResult != cvtest::TS::OK )
{
ts->set_failed_test_info(cmpResult);
return;
}
}
ts->set_failed_test_info(cvtest::TS::OK);
}
private:
template <class DepthDepth>
int noOpRandomRegistrationTest(DepthDepth minDepth, DepthDepth maxDepth)
{
// K from a VGA Kinect
Mat K = (Mat_<float>(3, 3) << 525., 0., 319.5, 0., 525., 239.5, 0., 0., 1.);
// Create a random depth image
RNG rng;
Mat_<DepthDepth> randomVGADepth(480, 640);
rng.fill(randomVGADepth, RNG::UNIFORM, minDepth, maxDepth);
Mat registeredDepth;
registerDepth(K, K, Mat(), Matx44f::eye(), randomVGADepth, Size(640, 480), registeredDepth);
// See if registeredDepth == depth
return cvtest::cmpEps2( ts, registeredDepth, randomVGADepth, 1e-5, true, "No-op registration");
}
};
}
}
TEST(Rgbd_DepthRegistration, compute)
{
cv::rgbd::CV_RgbdDepthRegistrationTest test;
test.safe_run();
}
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