BeautyMap: Binary-Encoded Adaptable Ground Matrix for Dynamic Points Removal in Global Maps

M Jia, Q Zhang, B Yang, J Wu, M Liu… - IEEE Robotics and …, 2024 - ieeexplore.ieee.org
Global point clouds that correctly represent the static environment features can facilitate
accurate localization and robust path planning. However, dynamic objects introduce …

Towards a robust sensor fusion step for 3d object detection on corrupted data

MK Wozniak, V Kårefjärd, M Thiel… - IEEE Robotics and …, 2023 - ieeexplore.ieee.org
Multimodal sensor fusion methods for 3D object detection have been revolutionizing the
autonomous driving research field. Nevertheless, most of these methods heavily rely on …

UADA3D: Unsupervised Adversarial Domain Adaptation for 3D Object Detection with Sparse LiDAR and Large Domain Gaps

MK Wozniak, M Hansson, M Thiel, P Jensfelt - arXiv preprint arXiv …, 2024 - arxiv.org
In this study, we address a gap in existing unsupervised domain adaptation approaches on
LiDAR-based 3D object detection, which have predominantly concentrated on adapting …

Enhancing Robot Perception with Real-World HRI

M Wozniak - Companion of the 2024 ACM/IEEE International …, 2024 - dl.acm.org
Robot perception often fails in uncontrolled environments due to unfamiliar object classes,
different domains, or hardware issues. This poses significant challenges for human-robot …

Unsupervised Domain Adaptation for 3D Object Detection Using Adversarial Adaptation: Learning Transferable LiDAR Features for a Delivery Robot

M Hansson - 2023 - diva-portal.org
Abstract 3D object detection is the task of detecting the full 3D pose of objects relative to an
autonomous platform. It is an important perception system that can be used to plan actions …

Online Panoptic Mapping of Indoor Environments: A complete panoptic mapping framework

IG Sneltvedt - 2024 - diva-portal.org
Replicating a real-world environment is crucial for creating simulations, computer vision,
global and local path planning, and localization. While computer-aided design software is a …