Files
rtabmap/corelib/include/rtabmap/core/Link.h
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matlabbe ee49beaf4f Adding doc and tests (#1492)
* added doc and tests for util2d.h

* updated cmake-ros ci

* Added util3d.h doc and tests

* util3d_transforms.h: Added doc and tests

* util3d_filtering.h: started doc and test

* util3d_filtering.h: more tests and doc

* Added more doc/tests

* finished util3d_filtering doc and tests

* added test for util2d::depthBleedingFiltering

* Added util3d_registration tests

* Added util3d_features.h doc/tests

* added doc/tests for util3d_correspondences.h

* added doc/gtest for util3d_mapping.h (missing hpp functions)

* finished testing util3d_mapping.hpp

* Added util3d_motion_estimation.h tests (2D->3D done)

* finished util3d_motion_estimation.h tests

* minimal util3d_surface.h

* Added Transform and VisualWord tests

* Added doc for CameraModel and StereoCameraModel

* Added more logs in ros ci

* Passing tests on fical

* improved all devcontainer

* added devcontainer kilted, fixed source setup.bash, removed ldconfig in ros-cmake workflow

* cleanup

* source ros

* Added utilite tests

* Added testing to appveyor, github actions cancellable on re-commit on same branch

* appveyor testing without all targets

* appveyor: specifying ALL_BUILD target

* Fixed Util2dTest.NMSImageBoundsRespected test

* Fixing PCL Indices error on old pcl

* Added VWDictionary tests and doc. Fixed LSH not working (fix from https://github.com/flann-lib/flann/pull/472

* fixing some appveyor CI errors, added test to check dictionary serialization against all type

* Added StereoDense, StereoBM and StereoSGBM doc and tests

* Added Stereo tests

* Added CameraModel and StereoCameraModel tests

* Added doc and test for Statistics

* Added doc/tests for Signature

* Added doc/test for SensorEvent, added doc for SensorCaptureInfo

* Added doc to SensorData

* Added SensorData tests

* Added SensorCapture and SensorCaptureThread doc and tests

* fixed sensordata test

* updated SSC test and doc

* Added doc and tests for BayesFilter class

* Enabled testing on mac, updated windows testing like on linux

* added test_link

* fixed unresolved on windows

* fixed ThreadHandle error on macos ci

* Added GPS and GeodeticCoords tests

* Added tests for compression

* Added Odometry tests (base class only)

* Added DBDriver tests

* Added coverage report

* uniformized test names

* fixing concurancy and coverage ci

* dont built tools, examples and app for coverage build

* fixed report tool rebuilt without qt compilation error

* updated coverage option

* updated coverage config

* added doc CI job

* fixing windows and mac ci errors

* Added DBDriverSqlite3 tests

* Added IMU tests

* Added Graph tests

* fixing flaky macos test

* Added IMUThread and IMUFilter tests

* Added Landmarks tests

* Added LASWriter tests

* fixing seed flaky test

* fixing flaky macos timing tests

* Added LocalGrid tests

* Added LocalGridMaker tests

* fixing ci errors

* Added GlobalMap tests

* Added doc for EnvSensor

* Added Features2D tests

* Added Registration tests

* Added RegistrationVis tests

* Added doc for Rtabmap and Memory classes

* Added Memory and Rtabmap tests

* making some tests less flaky

* lcov 1.14 support

* updated compatible tool arguments

* Added integration tests (RGB-D, Stereo, Lidar2d, Lidar3d)

* More octomap checks

* Refactored how/when python interpretor is created to simplify library usage

* Added python tests

* fixed some flaky tests

* suppressed some third party related warnings

* fixed ceres tests

* more flaky fixes

* Fixing tests without libpointmatcher

* Added RANSAC rejection filter to PCL ICP

* fixing multi platform flakiness

* Added test to detect regression

* Fixing windows pcl link error

* fixed some macos flakiness

* bigger 2D2D registration error on opencv 4.6.0

* flakiness

* fixing flaky tests on windows and mac

* flaky thread test on slow mac VM

* windows slow test

* fixing more ci erros

* fxing temp dir on windows

* Added Optimizer tests and discovered some bugs (fixed)

* fixing flaky tests in mac and windows

* Added Optimizer doc

* Added GTSAM BA, updated Ceres to use g2o ba parameters. Renamed g2o's ba related parameters to Optimizer group and used by both gtsam and ceres.

* fixing build without gtsam

* fixing home dir

* fixing python ci isssues

* Added multicam ba tests

* Added Ceres multicam BA support

* Aligned BundleAdjustment parameters with Optimizer/Strategy to avoid confusion in the code

* Added BA integration test

* Added robust graph optimization integration test

* Added loop3it test

* Added stereo20Hz test

* Added smartfactor gtsam

* Fixed bugged check and warn if python didn't return any descriptors

* Fixing gtsam version build issues

* fixing tilt on windows ci

* loosing ceres integration test for ci

* mac ci flakiness

* updating missing param in gui

* updating test bound for mac

* added appearance-based tests, set min gftt quality to quality level

* testing more stuff

* improving features2d tests

* ci flakiness

* fixing flaky ci

* ci fixes

* flaky fixes

* Added RegistrationIcp tests

* Added icp integration test with real-worl corridor like env

* intermediate nodes

* fixing enum

* Updated test to catch #1714

* Fixed 2d corridor failing on pcl

* flaky pnp test

* flaky brisk test

* Set rtabmap_integration test as long

* updating loop closure test

* flaky ci tests

* TEsting roundtrip g2o/toro save/load

* loosing test bound

* fixed cuda capable checks

* flaky tests

* Debugging test hanging

* more debugging stuff

* updating limit

* windows: disabled cuda on ci to avoid incompatible driver issue. Fixing a bad test mem allocation

* trying fixing cuda hanging issue

* fixing ci flakyness

* flaky tests

* Updated BOW flaky tests by checking min precision/recall instead of recall@100precision. Fixed signature test

* CameraModel::load() test initRectificationMap param

* test dbdriver load dictionary idsOnly

* Memory: test keepLinkedInDb param

* added dummyDictionary tests

* test intermediate nodes count

* Added MarkerDetector tests

* reverted breaking change of UMutex and USemaphore

* Features2d: fixed compiltion warnings with clang about override

* clang warnings

* fixing test build with pcl 1.8

* g2o and gtsam build errors on android

* opencv5 test fixes

* disabled testing for ios and android builds

* normalized endline characters for easier diff

* added LF CRLF rule

* bump 0.23.10. fixing doc version

* Publish rtabmap website doc from ci

* fixing MSCVC build error

* macos icp flaky test

* fixing ceres macos test bound

* ficing more flaky tests

* fixing opencv5 related test errors. Also fixed an actual bug in ENU_WGS84ToGeocentric_WGS84()

* added comment about mrpt change

* removed rosdoc2 (will add it for rtabmap_ros later)

* fixing website style

* updated download links

* locally deployable website with api

* sweep doxygen issues

* improved/revised doxygen main pages

* removed examples empty page

* Updated doxygen style

* more concise doxygen groups

* added api link on main readme

* fixing utilite test error

* fixing CommonFilteringGroundNormalsUp test

* updated precisionRecall test bounds for Freak and brief descriptors

* fixing scale check in ba tests

* disabled tests on windows cuda build (missing dlls amd runner cannot test cuda anyway)

* ceres: missing suitesparse dep in windows ci

* adjusting recall thr for fast/freak

* ficing more flaky tests

* fixing flaky tests

* disabled coverage in ros ci

* Enable integration tests for ros ci jobs

* loosing up some threshold for failing tests

* trigger cache

* fixing test data in ros ci. Updated flaky test for mac

* slaking some test limit

* Fixed rtabmap-detectMoreLoopClosures inverted output value

* loosing up sift recall on mac

* optimizer re-ordered distribution for reproducible results (mac g2o)

* macos dump test crash log

* combining all tests to save time on shared library reload. Also fixed Logs with missing arguments.

* Added ENABLE_FORMAT_ERRORS cmake option

* do test only one time

* fixed all format warnings

* format security android build errors

* less verbose tests

* updated ImuUThread test

* fixed a log

* Fixed libpointmatcher 2d normals eigen issue

* Fixing libpointmatcher conversion issues

* fixing libpointmatcher test on windows ci

* cleanup comments, relax some test thr

* disabled sequoia-intel ci build (too flaky, would need extensive testing directly on that machine)
2026-08-06 13:32:20 -07:00

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/*
Copyright (c) 2010-2016, Mathieu Labbe - IntRoLab - Universite de Sherbrooke
All rights reserved.
Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:
* Redistributions of source code must retain the above copyright
notice, this list of conditions and the following disclaimer.
* Redistributions in binary form must reproduce the above copyright
notice, this list of conditions and the following disclaimer in the
documentation and/or other materials provided with the distribution.
* Neither the name of the Universite de Sherbrooke nor the
names of its contributors may be used to endorse or promote products
derived from this software without specific prior written permission.
THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY
DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
(INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND
ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*/
#ifndef LINK_H_
#define LINK_H_
#include "rtabmap/core/rtabmap_core_export.h" // DLL export/import defines
#include <rtabmap/core/Transform.h>
#include <opencv2/core/core.hpp>
namespace rtabmap {
/**
* @class Link
* @brief Directed constraint between two nodes in RTAB-Map's pose graph.
*
* A link connects signature @ref from() to signature @ref to() with a relative
* @ref Transform and an information matrix (inverse covariance) used by graph
* optimization. Links are stored on @ref Signature objects and persisted in the
* database; they define odometry chains, loop closures, landmarks, and priors.
*
* The transform is expressed from the @p from node frame to the @p to node frame
* (i.e. pose of @p to relative to @p from), unless @ref type() indicates a
* special semantics (e.g. @ref kPosePrior, @ref kLandmark).
*
* @see Signature
* @see Memory::addLink()
*/
class RTABMAP_CORE_EXPORT Link
{
public:
/**
* @brief Link category and filter sentinels.
*
* Values @ref kSelfRefLink, @ref kAllWithLandmarks, @ref kAllWithoutLandmarks and
* @ref kUndef are also used as query filters when retrieving links from memory or
* the database (they are not stored as link types on signatures).
*/
enum Type {
kNeighbor, /**< Sequential odometry link between consecutive nodes. */
kGlobalClosure, /**< Global loop closure added by global loop closure detection (i.e., using bags-of-words to find loop closures with other nodes in WM without using current estimated pose). */
kLocalSpaceClosure, /**< Local loop closure added by proximity detection by space (i.e. using current estimated pose to find loop closures with nearby nodes in WM). */
kLocalTimeClosure, /**< Local loop closure added by proximity detection by time (i.e. between nodes in STM). */
kUserClosure, /**< User-defined loop closure constraint. */
kVirtualClosure, /**< Virtual link added to keep the path linked to local map. */
kNeighborMerged, /**< Merged neighbor link after graph reduction. */
kPosePrior, /**< Absolute pose prior in the world frame (@p from == @p to). */
kLandmark, /**< Observation of a landmark: @p from is the observer node, @p to is a negative landmark id. */
kGravity, /**< Gravity direction constraint on the base frame (@p from == @p to). */
kEnd, /**< Sentinel: number of link types that can be stored. */
kSelfRefLink = 97, /**< Filter: links where @p from == @p to (e.g. @ref kPosePrior, @ref kGravity). */
kAllWithLandmarks = 98, /**< Filter: all link types including @ref kLandmark. */
kAllWithoutLandmarks = 99, /**< Filter: all link types except @ref kLandmark. */
kUndef = 99 /**< Undefined type or invalid link. */
};
/** @return Human-readable name for @p type (e.g. "Neighbor", "GlobalClosure"). */
static std::string typeName(Type type);
/** @brief Default constructor; creates an invalid link (@ref kUndef). */
Link();
/**
* @brief Constructs a link between two nodes.
* @param from Source signature id.
* @param to Target signature id (negative for landmarks when @p type is @ref kLandmark).
* @param type Link category.
* @param transform Relative transform from @p from to @p to.
* @param infMatrix 6x6 information matrix (inverse covariance)
* @param userData Optional payload; compressed automatically if not already @c CV_8UC1.
*/
Link(int from,
int to,
Type type,
const Transform & transform,
const cv::Mat & infMatrix = cv::Mat::eye(6,6,CV_64FC1),
const cv::Mat & userData = cv::Mat());
/** @return True if ids, transform, and type are valid for use in the graph. */
bool isValid() const {return from_ != 0 && to_ != 0 && !transform_.isNull() && type_!=kUndef;}
/** @return Source signature id. */
int from() const {return from_;}
/** @return Target signature id (negative for a landmark). */
int to() const {return to_;}
/** @return Relative transform, from the @ref from() frame to the @ref to() frame. */
const Transform & transform() const {return transform_;}
/** @return Link category (see @ref Type). */
Type type() const {return type_;}
std::string typeName() const {return typeName(type_);}
const cv::Mat & infMatrix() const {return infMatrix_;}
/**
* @brief Rotation variance derived from the information matrix diagonal (roll, pitch, yaw).
* @param minimum If true, returns the largest diagonal entry (most uncertain axis);
* if false, returns the smallest non-zero entry.
*/
double rotVariance(bool minimum = true) const;
/**
* @brief Translation variance derived from the information matrix diagonal (x, y, z).
* @param minimum If true, returns the largest diagonal entry; if false, the smallest non-zero entry.
*/
double transVariance(bool minimum = true) const;
void setFrom(int from) {from_ = from;}
void setTo(int to) {to_ = to;}
void setTransform(const Transform & transform) {transform_ = transform;}
void setType(Type type) {type_ = type;}
/** @brief Sets the 6x6 information matrix (@c CV_64FC1); diagonal entries must be positive and finite. */
void setInfMatrix(const cv::Mat & infMatrix);
/** @return Uncompressed user data, empty unless it was set raw or @ref uncompressUserData() was called. */
const cv::Mat & userDataRaw() const {return _userDataRaw;}
/** @return User data as stored/persisted, in compressed form. */
const cv::Mat & userDataCompressed() const {return _userDataCompressed;}
/** @brief Decompresses user data into @ref userDataRaw() if compressed data is stored. */
void uncompressUserData();
/** @return Uncompressed user data without modifying internal storage. */
cv::Mat uncompressUserDataConst() const;
/**
* @brief Chains this link (from → to) with @p link (to → link.to).
* @param link Second link; must satisfy @c this->to() == link.from().
* @param outputType Type of the merged link.
* @return Single link from @ref from() to @p link.to() with transform
* \(T_{ac} = T_{ab} T_{bc}\) (or null if either input transform is null).
* Information matrix handling depends on @p outputType:
* - @ref kNeighborMerged "kNeighborMerged": \(\Omega_{ac} = (\Omega_{ab}^{-1} + \Omega_{bc}^{-1})^{-1}\)
* (covariances add when both legs are diagonal and independent).
* - Other types: keeps the full information matrix of @p link unless
* \(\Omega_{ab}(0,0) < \Omega_{bc}(0,0)\) (i.e. the smaller x information entry).
*/
Link merge(const Link & link, Type outputType) const;
/** @return Link with swapped endpoints and inverted transform. */
Link inverse() const;
private:
int from_;
int to_;
Transform transform_;
Type type_;
cv::Mat infMatrix_; // Information matrix = covariance matrix ^ -1
// user data
cv::Mat _userDataCompressed; // compressed data
cv::Mat _userDataRaw;
};
}
#endif /* LINK_H_ */