Robot Navigation

130 papers with code • 4 benchmarks • 14 datasets

The fundamental objective of mobile Robot Navigation is to arrive at a goal position without collision. The mobile robot is supposed to be aware of obstacles and move freely in different working scenarios.

Source: Learning to Navigate from Simulation via Spatial and Semantic Information Synthesis with Noise Model Embedding

Libraries

Use these libraries to find Robot Navigation models and implementations

Latest papers with no code

Beyond Text: Utilizing Vocal Cues to Improve Decision Making in LLMs for Robot Navigation Tasks

no code yet • 5 Feb 2024

While LLMs excel in processing text in these human conversations, they struggle with the nuances of verbal instructions in scenarios like social navigation, where ambiguity and uncertainty can erode trust in robotic and other AI systems.

Acoustic Local Positioning With Encoded Emission Beacons

no code yet • 4 Feb 2024

In airborne system applications, acoustic positioning can be based on using opportunistic signals or sounds produced by the person or object to be located (e. g., noise from appliances or the speech from a speaker) or from encoded emission beacons (or anchors) specifically designed for this purpose.

Evaluation of Zadoff-Chu, Kasami and Chirp based encoding schemes for Acoustic Local Positioning Systems

no code yet • 4 Feb 2024

The task of determining the physical coordinates of a target in indoor environments is still a key factor for many applications including people and robot navigation, user tracking, location-based advertising, augmented reality, gaming, emergency response or ambient assisted living environments.

A GP-based Robust Motion Planning Framework for Agile Autonomous Robot Navigation and Recovery in Unknown Environments

no code yet • 2 Feb 2024

To this end, we propose a Gaussian Process (GP) based model for proactively detecting the risk of future motion planning failure.

Attention Graph for Multi-Robot Social Navigation with Deep Reinforcement Learning

no code yet • 31 Jan 2024

In this paper, we present MultiSoc, a new method for learning multi-agent socially aware navigation strategies using RL.

Multi-Agent Dynamic Relational Reasoning for Social Robot Navigation

no code yet • 22 Jan 2024

In this paper, we propose a systematic relational reasoning approach with explicit inference of the underlying dynamically evolving relational structures, and we demonstrate its effectiveness for multi-agent trajectory prediction and social robot navigation.

Multi-Technique Sequential Information Consistency For Dynamic Visual Place Recognition In Changing Environments

no code yet • 16 Jan 2024

Visual place recognition (VPR) is an essential component of robot navigation and localization systems that allows them to identify a place using only image data.

Autonomous Navigation in Complex Environments

no code yet • 6 Jan 2024

This paper explores the application of CNN-DNN network fusion to construct a robot navigation controller within a simulated environment.

Point Cloud in the Air

no code yet • 1 Jan 2024

Acquisition and processing of point clouds (PCs) is a crucial enabler for many emerging applications reliant on 3D spatial data, such as robot navigation, autonomous vehicles, and augmented reality.

System-level Safety Guard: Safe Tracking Control through Uncertain Neural Network Dynamics Models

no code yet • 11 Dec 2023

The Neural Network (NN), as a black-box function approximator, has been considered in many control and robotics applications.