Search results for "Visual SLAM"

showing 2 items of 2 documents

SAMSLAM: Simulated Annealing Monocular SLAM

2013

This paper proposes a novel monocular SLAM approach. For a triplet of successive keyframes, the approach inteleaves the registration of the three 3D maps associated to each image pair in the triplet and the refinement of the corresponding poses, by progressively limiting the allowable reprojection error according to a simulated annealing scheme. This approach computes only local overlapping maps of almost constant size, thus avoiding problems of 3D map growth. It does not require global optimization, loop closure and back-correction of the poses.

3D RegistrationSettore ING-INF/05 - Sistemi Di Elaborazione Delle InformazioniRANSACSettore INF/01 - InformaticaComputer scienceDisparityComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISIONReprojection errorLimitingStructure from MotionPose EstimationLoop closureComputer Science::Computer Vision and Pattern RecognitionSLAMSimulated annealingImage pairMonocular slamSimulated AnnealingConstant (mathematics)Global optimizationAlgorithmVisual SLAMFeature Matching
researchProduct

Robust Selective Stereo SLAM without Loop Closure and Bundle Adjustment

2013

This paper presents a novel stereo SLAM framework, where a robust loop chain matching scheme for tracking keypoints is combined with an effective frame selection strategy. The proposed approach, referred to as selective SLAM (SSLAM), relies on the observation that the error in the pose estimation propagates from the uncertainty of the three-dimensional points. This is higher for distant points, corresponding to matches with low temporal flow disparity in the images. Comparative results based on the reference KITTI evaluation framework show that SSLAM is effective and can be implemented efficiently, as it does not require any loop closure or bundle adjustment.

feature matchingSettore ING-INF/05 - Sistemi Di Elaborazione Delle InformazioniScheme (programming language)RANSACSettore INF/01 - InformaticaMatching (graph theory)business.industryFrame (networking)Bundle adjustmentTracking (particle physics)Structure from MotionLoop (topology)Flow (mathematics)SLAMComputer visionframe selectionArtificial intelligencebusinessPosecomputerVisual SLAMMathematicscomputer.programming_language
researchProduct