An overview on visual slam: From tradition to semantic

W Chen, G Shang, A Ji, C Zhou, X Wang, C Xu, Z Li… - Remote Sensing, 2022 - mdpi.com
Visual SLAM (VSLAM) has been developing rapidly due to its advantages of low-cost
sensors, the easy fusion of other sensors, and richer environmental information. Traditional …

Computing systems for autonomous driving: State of the art and challenges

L Liu, S Lu, R Zhong, B Wu, Y Yao… - IEEE Internet of …, 2020 - ieeexplore.ieee.org
The recent proliferation of computing technologies (eg, sensors, computer vision, machine
learning, and hardware acceleration) and the broad deployment of communication …

Hydra: A real-time spatial perception system for 3D scene graph construction and optimization

N Hughes, Y Chang, L Carlone - arXiv preprint arXiv:2201.13360, 2022 - arxiv.org
3D scene graphs have recently emerged as a powerful high-level representation of 3D
environments. A 3D scene graph describes the environment as a layered graph where …

Suma++: Efficient lidar-based semantic slam

X Chen, A Milioto, E Palazzolo… - 2019 IEEE/RSJ …, 2019 - ieeexplore.ieee.org
Reliable and accurate localization and mapping are key components of most autonomous
systems. Besides geometric information about the mapped environment, the semantics …

Kimera: From SLAM to spatial perception with 3D dynamic scene graphs

A Rosinol, A Violette, M Abate… - … Journal of Robotics …, 2021 - journals.sagepub.com
Humans are able to form a complex mental model of the environment they move in. This
mental model captures geometric and semantic aspects of the scene, describes the …

Kimera: an open-source library for real-time metric-semantic localization and mapping

A Rosinol, M Abate, Y Chang… - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
We provide an open-source C++ library for real-time metric-semantic visual-inertial
Simultaneous Localization And Mapping (SLAM). The library goes beyond existing visual …

Sni-slam: Semantic neural implicit slam

S Zhu, G Wang, H Blum, J Liu, L Song… - Proceedings of the …, 2024 - openaccess.thecvf.com
We propose SNI-SLAM a semantic SLAM system utilizing neural implicit representation that
simultaneously performs accurate semantic mapping high-quality surface reconstruction and …

The apolloscape dataset for autonomous driving

X Huang, X Cheng, Q Geng, B Cao… - Proceedings of the …, 2018 - openaccess.thecvf.com
Scene parsing aims to assign a class (semantic) label for each pixel in an image. It is a
comprehensive analysis of an image. Given the rise of autonomous driving, pixel-accurate …

Kimera-multi: Robust, distributed, dense metric-semantic slam for multi-robot systems

Y Tian, Y Chang, FH Arias… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Multi-robot simultaneous localization and mapping (SLAM) is a crucial capability to obtain
timely situational awareness over large areas. Real-world applications demand multi-robot …

Visual-inertial navigation: A concise review

G Huang - 2019 international conference on robotics and …, 2019 - ieeexplore.ieee.org
As inertial and visual sensors are becoming ubiquitous, visual-inertial navigation systems
(VINS) have prevailed in a wide range of applications from mobile augmented reality to …