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

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, ... Rapid advances in perception have enabled large pre-trained models to be used out of the box for processing high-dimensional, ... Sungjoon Choi, Kyungjae Lee, Sungbin Lim, Songhwai Oh, " Paper link: Project website: Published in ... This video is associated with our paper: * Christos Papachristos, Shehryar Khattak, Kostas Alexis, "

È. Pairet, J. D. Hernández, M. Carreras, Y. Petillot, and M. Lahijanian. "Online Mapping and Motion Planning under IROS 2019, manuscript: End-to-end visual-

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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.
Uncertainty-aware Navigation in NGSIM
Provably Safe Autonomous Navigation in Unknown Environments
Machine Learning-Based Agoraphilic Navigation Algorithm
ICRA'19: Uncertainty-Aware Path Planning for Navigation on Road Networks Using Augmented MDPs
Perceive with Confidence: Statistical Safety Assurance for Navigation with Learning-Based Perception
Uncertainty-Aware Learning from Demonstration
EVORA: Deep Evidential Traversability Learning for Risk-Aware Off-Road Autonomy
Uncertainty-aware Receding Horizon Exploration and Mapping using Aerial Robots
Continual Learning for Traversability Prediction with Uncertainty-Aware Adaptation
Online Mapping and Motion Planning under Uncertainty for Safe Navigation in Unknown Environments
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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

Uncertainty-aware Navigation in NGSIM

Uncertainty-aware Navigation in NGSIM

Uncertainty-aware Navigation in NGSIM

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

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, “

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, ...

Uncertainty-Aware Learning from Demonstration

Uncertainty-Aware Learning from Demonstration

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

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 ...

Uncertainty-aware Receding Horizon Exploration and Mapping using Aerial Robots

Uncertainty-aware Receding Horizon Exploration and Mapping using Aerial Robots

This video is associated with our paper: * Christos Papachristos, Shehryar Khattak, Kostas Alexis, "

Continual Learning for Traversability Prediction with Uncertainty-Aware Adaptation

Continual Learning for Traversability Prediction with Uncertainty-Aware Adaptation

Continual

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

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-