Media Summary: Learning-based Uncertainty-aware Navigation in 3D Off-road Terrains Real-world autonomous vehicles often operate in a priori unknown environments. Since most of these systems are safety-critical, ... Sungjoon Choi, Kyungjae Lee, Sungbin Lim, Songhwai Oh, "

Learning Based Uncertainty Aware Navigation - Detailed Analysis & Overview

Learning-based Uncertainty-aware Navigation in 3D Off-road Terrains Real-world autonomous vehicles often operate in a priori unknown environments. Since most of these systems are safety-critical, ... Sungjoon Choi, Kyungjae Lee, Sungbin Lim, Songhwai Oh, " How to extend local collision avoidance models to account for Rapid advances in perception have enabled large pre-trained models to be used out of the box for processing high-dimensional, ... Video accompaning the paper: F. Verdoja, J. Lundell, V. Kyrki. Deep Network

Paper link: Project website: Published in ... È. Pairet, J. D. Hernández, M. Carreras, Y. Petillot, and M. Lahijanian. "Online Mapping and Motion Planning under We *open-source* the ORACLE library of methods on deep learned collision-free IROS 2019, manuscript: End-to-end visual- Preprint Link: Quadrotors hold significant promise for several applications such as agriculture, ... In this article, we propose a visual-inertial

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Learning-based Uncertainty-aware Navigation in 3D Off-road Terrains
IROS'18 Workshop: Towards Uncertainty-Aware Path Planning for Navigation by Nardi et al.
Provably Safe Autonomous Navigation in Unknown Environments
Machine Learning-Based Agoraphilic Navigation Algorithm
Uncertainty-aware Navigation in NGSIM
Uncertainty-Aware Learning from Demonstration
Local Navigation Under Uncertainty
ICRA'19: Uncertainty-Aware Path Planning for Navigation on Road Networks Using Augmented MDPs
Continual Learning for Traversability Prediction with Uncertainty-Aware Adaptation
Perceive with Confidence: Statistical Safety Assurance for Navigation with Learning-Based Perception
Deep Network Uncertainty Maps for Indoor Navigation
EVORA: Deep Evidential Traversability Learning for Risk-Aware Off-Road Autonomy
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Learning-based Uncertainty-aware Navigation in 3D Off-road Terrains

Learning-based Uncertainty-aware Navigation in 3D Off-road Terrains

Learning-based Uncertainty-aware Navigation in 3D Off-road Terrains

IROS'18 Workshop: Towards Uncertainty-Aware Path Planning for Navigation by Nardi et al.

IROS'18 Workshop: Towards Uncertainty-Aware Path Planning for Navigation by Nardi et al.

L. Nardi and C. Stachniss, “Towards

Sponsored
Provably Safe Autonomous Navigation in Unknown Environments

Provably Safe Autonomous Navigation in Unknown Environments

Real-world autonomous vehicles often operate in a priori unknown environments. Since most of these systems are safety-critical, ...

Machine Learning-Based Agoraphilic Navigation Algorithm

Machine Learning-Based Agoraphilic Navigation Algorithm

Paper title: Machine

Uncertainty-aware Navigation in NGSIM

Uncertainty-aware Navigation in NGSIM

Uncertainty-aware Navigation in NGSIM

Sponsored
Uncertainty-Aware Learning from Demonstration

Uncertainty-Aware Learning from Demonstration

Sungjoon Choi, Kyungjae Lee, Sungbin Lim, Songhwai Oh, "

Local Navigation Under Uncertainty

Local Navigation Under Uncertainty

How to extend local collision avoidance models to account for

ICRA'19: Uncertainty-Aware Path Planning for Navigation on Road Networks Using Augmented MDPs

ICRA'19: Uncertainty-Aware Path Planning for Navigation on Road Networks Using Augmented MDPs

L. Nardi and C. Stachniss, “

Continual Learning for Traversability Prediction with Uncertainty-Aware Adaptation

Continual Learning for Traversability Prediction with Uncertainty-Aware Adaptation

Continual

Perceive with Confidence: Statistical Safety Assurance for Navigation with Learning-Based Perception

Perceive with Confidence: Statistical Safety Assurance for Navigation with Learning-Based Perception

Rapid advances in perception have enabled large pre-trained models to be used out of the box for processing high-dimensional, ...

Deep Network Uncertainty Maps for Indoor Navigation

Deep Network Uncertainty Maps for Indoor Navigation

Video accompaning the paper: F. Verdoja, J. Lundell, V. Kyrki. Deep Network

EVORA: Deep Evidential Traversability Learning for Risk-Aware Off-Road Autonomy

EVORA: Deep Evidential Traversability Learning for Risk-Aware Off-Road Autonomy

Paper link: https://ieeexplore.ieee.org/abstract/document/10606099 Project website: https://xiaoyi-cai.github.io/evora/ Published in ...

Online Mapping and Motion Planning under Uncertainty for Safe Navigation in Unknown Environments

Online Mapping and Motion Planning under Uncertainty for Safe Navigation in Unknown Environments

È. Pairet, J. D. Hernández, M. Carreras, Y. Petillot, and M. Lahijanian. "Online Mapping and Motion Planning under

ORACLE Library of Deep Learning-based Safe Navigation Methods: Indicative Results

ORACLE Library of Deep Learning-based Safe Navigation Methods: Indicative Results

We *open-source* the ORACLE library of methods on deep learned collision-free

SCOPE: Stochastic Cartographic Occupancy Prediction Engine for Uncertainty-Aware Dynamic Navigation

SCOPE: Stochastic Cartographic Occupancy Prediction Engine for Uncertainty-Aware Dynamic Navigation

...

Visual-based Autonomous Driving Deployment from a Stochastic and Uncertainty-aware Perspective

Visual-based Autonomous Driving Deployment from a Stochastic and Uncertainty-aware Perspective

IROS 2019, manuscript: https://arxiv.org/abs/1903.00821 End-to-end visual-

Uncertainty-Aware Visual-Inertial SLAM withVolumetric Occupancy Mapping

Uncertainty-Aware Visual-Inertial SLAM withVolumetric Occupancy Mapping

Uncertainty

Time Optimized Safe Navigation through Learning based Depth Completion

Time Optimized Safe Navigation through Learning based Depth Completion

Preprint Link: https://arxiv.org/abs/2506.14975 Quadrotors hold significant promise for several applications such as agriculture, ...

Photometric Visual-Inertial Navigation With Uncertainty-Aware Ensembles

Photometric Visual-Inertial Navigation With Uncertainty-Aware Ensembles

In this article, we propose a visual-inertial

Active Learning of Discrete-Time Dynamics for Uncertainty-Aware Model Predictive Control

Active Learning of Discrete-Time Dynamics for Uncertainty-Aware Model Predictive Control

Model-

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