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.

SAMSLAM: Simulated Annealing Monocular SLAM / Marco Fanfani; Fabio Bellavia; Fabio Pazzaglia; Carlo Colombo. - STAMPA. - 8048:(2013), pp. 515-522. (Intervento presentato al convegno Computer Analysis of Images and Patterns tenutosi a York (UK) nel August 27-29, 2013) [10.1007/978-3-642-40246-3_64].

SAMSLAM: Simulated Annealing Monocular SLAM

FANFANI, MARCO;Fabio Bellavia;PAZZAGLIA, FABIO;COLOMBO, CARLO
2013

Abstract

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.
2013
Lecture Notes in Computer Science Computer Analysis of Images and Patterns
Computer Analysis of Images and Patterns
York (UK)
August 27-29, 2013
Marco Fanfani; Fabio Bellavia; Fabio Pazzaglia; Carlo Colombo
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Utilizza questo identificatore per citare o creare un link a questa risorsa: https://hdl.handle.net/2158/900171
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