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cs.RO2026

Robust Structureless Monocular Visual Inertial Initialization Exploiting Line Features and Vanishing Points

Junwan Choi, Woongrae Jo, Dong-Uk Seo +2

Accurate initialization is essential for reliable visual-inertial odometry (VIO), but it is often ill-conditioned under degenerate motions. Existing methods typically require restr…

cs.RO2026

PLED-VINS: A Point-Line Event-Based Visual Inertial SLAM for Dynamic Environments

Seunghun Lee, Jihun Nam, Dong-Uk Seo +1

Dynamic environments remain a fundamental challenge for visual SLAM, where unreliable observations from moving objects and rapid motion degrade state estimation accuracy. Although…

cs.RO2026

GaussianFlow SLAM: Monocular Gaussian Splatting SLAM Guided by GaussianFlow

Dong-Uk Seo, Jinwoo Jeon, Eungchang Mason Lee +1

Gaussian splatting has recently gained traction as a compelling map representation for SLAM systems, enabling dense and photo-realistic scene modeling. However, its application to…

cs.RO2026

AIM-SLAM: Dense Monocular SLAM via Adaptive and Informative Multi-View Keyframe Prioritization with Foundation Model

Jinwoo Jeon, Dong-Uk Seo, Eungchang Mason Lee +1

Recent advances in geometric foundation models have emerged as a promising alternative for addressing the challenge of dense reconstruction in monocular visual simultaneous localiz…

cs.RO2026

SE(3)-LIO: Smooth IMU Propagation With Jointly Distributed Poses on SE(3) Manifold for Accurate and Robust LiDAR-Inertial Odometry

Gunhee Shin, Seungjae Lee, Jei Kong +2

In estimating odometry accurately, an inertial measurement unit (IMU) is widely used owing to its high-rate measurements, which can be utilized to obtain motion information through…

cs.RO2025

SaWa-ML: Structure-Aware Pose Correction and Weight Adaptation-Based Robust Multi-Robot Localization

Junho Choi, Kihwan Ryoo, Jeewon Kim +6

Multi-robot localization is a crucial task for implementing multi-robot systems. Numerous researchers have proposed optimization-based multi-robot localization methods that use cam…