Media Summary: Learning-based Uncertainty-aware Navigation in 3D Off-road Terrains Overview and Summary of Research Conducted by Junwon Seo at the Agency for Defense Development. As a research officer at ... Real-world autonomous vehicles often operate in a priori unknown environments. Since most of these systems are safety-critical, ...

Learning Based Uncertainty Aware Navigation - Detailed Analysis & Overview

Learning-based Uncertainty-aware Navigation in 3D Off-road Terrains Overview and Summary of Research Conducted by Junwon Seo at the Agency for Defense Development. As a research officer at ... 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, " Paper link: Project website: Published in ... Rapid advances in perception have enabled large pre-trained models to be used out of the box for processing high-dimensional, ...

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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.
Machine Learning-Based Agoraphilic Navigation Algorithm
Uncertainty-aware Navigation in NGSIM
ICRA'19: Uncertainty-Aware Path Planning for Navigation on Road Networks Using Augmented MDPs
Embracing Uncertainty in Off-road Perception: Towards Robust Autonomous Navigation
Provably Safe Autonomous Navigation in Unknown Environments
Uncertainty-Aware Learning from Demonstration
EVORA: Deep Evidential Traversability Learning for Risk-Aware Off-Road Autonomy
Continual Learning for Traversability Prediction with Uncertainty-Aware Adaptation
SCOPE: Stochastic Cartographic Occupancy Prediction Engine for Uncertainty-Aware Dynamic Navigation
Perceive with Confidence: Statistical Safety Assurance for Navigation with Learning-Based Perception
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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

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

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, “

Embracing Uncertainty in Off-road Perception: Towards Robust Autonomous Navigation

Embracing Uncertainty in Off-road Perception: Towards Robust Autonomous Navigation

Overview and Summary of Research Conducted by Junwon Seo at the Agency for Defense Development. As a research officer at ...

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, ...

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 ...

Continual Learning for Traversability Prediction with Uncertainty-Aware Adaptation

Continual Learning for Traversability Prediction with Uncertainty-Aware Adaptation

Continual

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

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

...

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, ...

Learning Policy-Dependent Traversability for Terrain-Aware Quadruped Navigation

Learning Policy-Dependent Traversability for Terrain-Aware Quadruped Navigation

Learning