CMIF-VIO: A Novel Cross Modal Interaction Framework for Visual Inertial Odometry
IEEE Robotics and Automation LettersVisual Inertial Odometry (VIO) estimates predicted trajectories through self motion. With the popularization of artificial intelligence, deep learning-based VIO methods have shown better performance than traditional geometry-based VIO methods.
Zhenyu Wang +5 more
semanticscholar +1 more source
BotVIO: A Lightweight Transformer-Based Visual–Inertial Odometry for Robotics
IEEE Transactions on roboticsVisual–inertial odometry (VIO) provides a robust localization solution for simultaneous localization and mapping systems. Self-supervised VIO, a leading approach, has the advantage of not requiring extensive ground-truth labels.
Wenhui Wei +6 more
semanticscholar +1 more source
XR-VIO: High-precision Visual Inertial Odometry with Fast Initialization for XR Applications
arXiv.orgThis paper presents a novel approach to Visual Inertial Odometry (VIO), focusing on the initialization and feature matching modules. Existing methods for initialization often suffer from either poor stability in visual Structure from Motion (SfM) or ...
Shangjin Zhai +6 more
semanticscholar +1 more source
Information Sparsification in Visual-Inertial Odometry
2018 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2018In this paper, we present a novel approach to tightly couple visual and inertial measurements in a fixed-lag visual-inertial odometry (VIO) framework using information sparsification. To bound computational complexity, fixed-lag smoothers typically marginalize out variables, but consequently introduce a densely connected linear prior which ...
Jerry Hsiung +4 more
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Enhancing Visual-Inertial Odometry Robustness and Accuracy in Challenging Environments
RoboticsVisual–Inertial Odometry (VIO) algorithms are widely adopted for autonomous drone navigation in GNSS-denied environments. However, conventional monocular and stereo VIO setups often lack robustness under challenging environmental conditions or during ...
Alessandro Minervini +2 more
semanticscholar +1 more source
DFF-VIO: A General Dynamic Feature Fused Monocular Visual-Inertial Odometry
IEEE transactions on circuits and systems for video technology (Print)Integrating dynamic effects has shown its significance in enhancing the accuracy and robustness of Visual-Inertial Odometry (VIO) systems in dynamic scenarios.
Nan Luo +6 more
semanticscholar +1 more source
Monocular Visual-Inertial Odometry Based on Local Maximum A Posteriori Estimation
IEEE Robotics and Automation LettersMonocular visual-inertial odometry can effectively solve the problem of unobservable metric scale in monocular odometry. However, due to differences in sensor observation noise and redundant constraints, the positioning accuracy of a general monocular ...
Bipeng Ye +5 more
semanticscholar +1 more source
Photometric patch-based visual-inertial odometry
2017 IEEE International Conference on Robotics and Automation (ICRA), 2017In this paper we present a novel direct visual-inertial odometry algorithm, for estimating motion in unknown environments. The algorithm utilizes image patches extracted around image features, and formulates measurement residuals in the image intensity space directly.
Xing Zheng +3 more
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LVIO-Fusion:Tightly-Coupled LiDAR-Visual-Inertial Odometry and Mapping in Degenerate Environments
IEEE Robotics and Automation LettersIn this letter, we present an innovative, tightly-coupled LiDAR-Visual-Inertial Odometry and Mapping framework, termed LVIO-Fusion, which achives robust and precise state estimation and map construction in environments characterized by LiDAR-degenerated ...
Hongkai Zhang +4 more
semanticscholar +1 more source
360-VIO: A Robust Visual–Inertial Odometry Using a 360° Camera
IEEE transactions on industrial electronics (1982. Print)Visual–inertial odometry (VIO) is an important component for robots working in industrial environments to obtain accurate and robust pose estimation. In this article, we introduce a novel VIO algorithm designed specifically for 360° cameras, exploiting ...
Qi Wu +9 more
semanticscholar +1 more source

