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Papers Visual Odometry

“Visual Odometry” 태그가 달린 논문 487편 · 필터 해제

Odometer-Agnostic Drift Correction Using OpenStreetMap Lane Geometry

2026-09-09 · Joaquin Caballero, Emilio Garcia-Fidalgo, Alberto Ortiz, Jarno Ralli arxiv

Despite significant progress in odometry estimation, long-term drift remains a fundamental limitation of incremental pose integration, especially in large-scale or loop-free environments. Existing map-assisted methods ca…

Visual Odometry

Contact-Aided Factor-Graph Localization for Underwater Sampling

2026-08-27 · Michele Grimaldi, Yosaku Maeda, Hitoshi Kakami, Ignacio Carlucho 외 arxiv

Accurate state estimation for autonomous underwater vehicles performing close-range seafloor sampling remains challenging. In low-altitude operation, down-looking cameras over featureless planar seabeds produce scale amb…

Visual Odometry

Spotter: Efficient Urban Visual Localization via Geo-Referenced Facade Landmarks in GPS-Degraded Environments

2026-08-24 · Antoni Valls, Jordi Sanchez-Riera arxiv

Accurate visual localization on robotic and wearable platforms remains challenging in dense urban environments. Existing methodologies typically rely on GPS for absolute positioning, yet GPS signals frequently degrade in…

Visual LocalizationCamera LocalizationVisual Odometry

Evaluation of Image Matching Methods for Visual Odometry on UAVs

2026-08-19 · Gašper Spagnolo, Luka Čehovin Zajc, Matej Dobrevski arxiv

Unmanned aerial vehicles (UAVs) are becoming a powerful tool for many environmental monitoring and transport applications. Yet, their reliance on Global Navigation Satellite System (GNSS) technology for navigation makes …

Visual OdometryImage Matching

KILVO: Kinematic-Inertial-LiDAR-Visual Odometry with Robust Multimodal Adaptation for Humanoid Robots

2026-08-06 · Jixin Gao, Fucheng Liu, Teng Zhang, Fusheng Zha arxiv

This article presents a kinematic-inertial-LiDAR-visual odometry for humanoid robots, called KILVO. Tailored to the platform features, requirements, and real-world complexity, it fully utilizes the sensors commonly equip…

Visual Odometry

Geometry-Aware Visual Odometry for Bronchoscopic Navigation via High-Gain Observer Fusion

2026-07-06 · Mohammadreza Kasaei, Francis Xiatian Zhang, Feng Li, Farshid Alambeigi 외 arxiv

Navigational bronchoscopy is critical for pulmonary interventions, yet current platforms depend heavily on pre-operative CT or external sensors, limiting their use in critical care and resource-constrained settings. Visi…

Visual Odometry

DIVO: Continuous-time DVL-Inertial-Visual Odometry for Unmanned Underwater Vehicles

2026-07-06 · Kyungmin Jung, Angad Bajwa, Junha Yoo, Arturo Del Castillo Bernal 외 arxiv

This paper presents a novel acoustic-visual-inertial odometry solution leveraging a continuous-time trajectory estimation framework for unmanned underwater vehicles. Underwater environments present unique challenges for …

Visual LocalizationGaussian ProcessesVisual TrackingVisual Odometry

E-TraMamba: A New Paradigm for Efficient Long-Term 3D Feature Tracking with Event Cameras

2026-07-03 · Juwei Shen, Yujie Wu, Changwen Chen arxiv

Event-based 3D tracking enables low-latency and high-speed perception, while existing CNN- and Transformer-based trackers struggle to capture long-range spatiotemporal dependencies in sparse, noisy event streams, especia…

Long-range modelingVisual Odometry

ForgeDrive: Bidirectional Cross-Conditioning for Unified Visual-Action Generation in Autonomous Driving

2026-06-30 · Xuchang Zhong, He Zheng, Chenxu Zhao, Tianxiong Lv 외 arxiv

World-model-based autonomous driving endows the model with the ability to understand scene evolution. Yet this promise is undermined by the prevailing imagine-then-act paradigm, which allows errors from the more challeng…

Autonomous DrivingVisual Odometry

PRISM-VO: Scale-Aware Visual Odometry Using Photometric Plenoptic Bundle Adjustment

2026-06-30 · Aymeric Fleith, Julian Zirbel, Daniel Cremers, Niclas Zeller arxiv

We introduce PRISM-VO, a novel pure optimization-based sparse photometric visual odometry framework for focused plenoptic cameras. The core of PRISM-VO is a novel photometric plenoptic bundle adjustment which jointly opt…

Visual Odometry

VOCA: Visual Odometry with Codec Awareness

2026-06-30 · Nouri Alexander Hilscher, Mateo de Mayo, Dominik Muhle, Christoph Otten genannt Hermes 외 arxiv

Camera pose estimation from image streams is a critical component of spatial world models that integrate perception into planning and decision-making. Nearly all Visual Odometry (VO) and Simultaneous Localization and Map…

Camera Pose EstimationVisual Odometry

OrthoTrack: Continuous 6-DoF UAV Trajectory Estimation Anchored in Public Orthophotos

2026-06-24 · Oussema Dhaouadi, Zuria Bauer, Johannes Michael Meier, Olaf Wysocki 외 arxiv

Continuous 6-DoF pose estimation is essential for autonomous UAV operations. Yet, existing visual odometry and SLAM methods accumulate drift and yield only relative, up-to-scale trajectories. Single-frame geo-localizatio…

Pose EstimationVisual Odometry

SA-LIVO: Efficient LiDAR-Inertial-Visual Odometry with Subspace-Aware Degeneracy Handling

2026-06-24 · Yinong Cao, Xin He, Yuwei Chen, Shijie Liu 외 arxiv

Tightly coupled LiDAR-inertial-visual odometry (LIVO) fuses geometric depth with visual measurements, but its exteroceptive sensors fail independently: LiDAR when scan geometry is under-constrained, vision under poor ill…

Visual Odometry

Gaussian Process Prior Variational Autoencoder for Endoscopic Videos

2026-06-18 · Ivan De Boi, Xinxing Shi, Xiaoyu Jiang, Tim J. M. Jaspers 외 arxiv

Endoscopic video analysis is essential for gastrointestinal diagnosis and computer-assisted interventions, but video sequences are routinely degraded by specular reflections, motion artifacts, and missing frames. These t…

Image Reconstruction3D ReconstructionVideo RestorationVisual Odometry

FAST-LIVGO: A Degeneracy-Robust LiDAR-Inertial-Visual-GNSS Fusion Odometry

2026-06-17 · Zhiyu Chen, Chunran Zheng, Jiayu Wen, XiaoLei Zhang 외 arxiv

Robust state estimation and mapping in long-term, large-scale, and highly dynamic environments remains a key challenge in robotics. Existing LiDAR-Inertial-Visual Odometry (LIVO) systems achieve strong local accuracy but…

Visual Odometry

MVOFormer: Flow-Semantic Transformer for Robust Monocular Visual Odometry

2026-06-15 · Jituo Li, Shunwang Sun, Jialu Zhang, Xinqi Liu 외 arxiv

Monocular visual odometry (MVO) is foundational to autonomous navigation and robotic localization. However, existing learning-based MVO approaches often struggle with either a lack of interpretable, complementary feature…

Zero-shot GeneralizationDomain GeneralizationVisual Odometry

Efficient Minimal Solvers for Visual-Inertial Relative Pose Estimation in Multi-Camera Systems

2026-06-08 · Tao Li, Zhenbao Yu, Banglei Guan, Jianli Han 외 arxiv

Estimating the relative poses of multi-camera systems is a fundamental problem in computer vision, with critical applications in autonomous vehicles, mobile devices, and unmanned aerial vehicles (UAVs). However, existing…

Computational EfficiencyAutonomous VehiclesPose EstimationVisual Odometry

G2G: Exploiting Intra-Group Geometry for Inter-Group Pose Estimation

2026-06-06 · Yufei Wei, Shuhao Ye, Chenxiao Hu, Yiyuan Pan 외 arxiv

Recovering the relative 6-DoF pose between two image groups underlies cross-sequence relocalization and multi-camera rig odometry. Each group carries known intra-group geometry from visual odometry or rig calibration, an…

Pose EstimationVisual Odometry

PixVOD: Pixel-Distributed Direct Visual Odometry and Depth Estimation

2026-06-02 · Shinjeong Kim, Ignacio Alzugaray, Callum Rhodes, Paul H. J. Kelly 외 arxiv

Images composed of 2D pixel arrays are the standard input to computer vision algorithms, yet many underlying computations can be distributed across pixels. Transmitting raw, redundant, and noisy pixel data off the sensor…

Depth EstimationVisual Odometry

Con-DSO: Learning Short-Horizon Consistency Priors for RGB-D Direct Sparse Odometry

2026-05-27 · Haolan Zhang, Thanh Nguyen Canh, Chenghao Li, Ziyan Gao 외 arxiv

Visual odometry (VO) is a fundamental component in robotics and augmented reality. RGB-D direct VO benefits from metric depth measurements, but it can degrade in challenging environments, where dynamic objects, occlusion…

Pose EstimationVisual Odometry
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