Search Results for author: Muhammad Shaheer

Found 5 papers, 1 papers with code

Learning High-level Semantic-Relational Concepts for SLAM

no code implementations30 Sep 2023 Jose Andres Millan-Romera, Hriday Bavle, Muhammad Shaheer, Martin R. Oswald, Holger Voos, Jose Luis Sanchez-Lopez

Concretely, our previous work, Situational Graphs (S-Graphs+), a pioneer in jointly leveraging semantic relationships in the factor optimization process, relies on semantic entities such as Planes and Rooms, whose relationship is mathematically defined.

S-Graphs+: Real-time Localization and Mapping leveraging Hierarchical Representations

1 code implementation22 Dec 2022 Hriday Bavle, Jose Luis Sanchez-Lopez, Muhammad Shaheer, Javier Civera, Holger Voos

In this paper, we present an evolved version of Situational Graphs, which jointly models in a single optimizable factor graph (1) a pose graph, as a set of robot keyframes comprising associated measurements and robot poses, and (2) a 3D scene graph, as a high-level representation of the environment that encodes its different geometric elements with semantic attributes and the relational information between them.

Advanced Situational Graphs for Robot Navigation in Structured Indoor Environments

no code implementations16 Nov 2022 Hriday Bavle, Jose Luis Sanchez-Lopez, Muhammad Shaheer, Javier Civera, Holger Voos

Mobile robots extract information from its environment to understand their current situation to enable intelligent decision making and autonomous task execution.

Decision Making Robot Navigation

Situational Graphs for Robot Navigation in Structured Indoor Environments

no code implementations24 Feb 2022 Hriday Bavle, Jose Luis Sanchez-Lopez, Muhammad Shaheer, Javier Civera, Holger Voos

Mobile robots should be aware of their situation, comprising the deep understanding of their surrounding environment along with the estimation of its own state, to successfully make intelligent decisions and execute tasks autonomously in real environments.

Pose Estimation Robot Navigation

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