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Huajian Huang

12 accepted papers

2025

AIR-HLoc: Adaptive Retrieved Images Selection for Efficient Visual Localisation

ICRA 2025

State-of-the-art hierarchical localisation pipelines (HLoc) employ image retrieval (IR) to establish 2D-3D correspondences by selecting the top-k most similar images from a reference database. While increasing <tex xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xl

Cited by 2SourceScholar
2025

SC-OmniGS: Self-Calibrating Omnidirectional Gaussian Splatting

ICLR 2025poster

360-degree cameras streamline data collection for radiance field 3D reconstruction by capturing comprehensive scene data. However, traditional radiance field methods do not address the specific challenges inherent to 360-degree images. We present SC-OmniGS, a novel self-calibrating omnidirectional G…

Cited by 0SourcePDFScholar
2024

360Loc: A Dataset and Benchmark for Omnidirectional Visual Localization with Cross-device Queries

CVPR 2024poster

Portable 360^\circ cameras are becoming a cheap and efficient tool to establish large visual databases. By capturing omnidirectional views of a scene these cameras could expedite building environment models that are essential for visual localization. However such an advantage is often overlooked due…

2024

HR-APR: APR-agnostic Framework with Uncertainty Estimation and Hierarchical Refinement for Camera Relocalisation

ICRA 2024poster

Absolute Pose Regressors (APRs) directly estimate camera poses from monocular images, but their accuracy is unstable for different queries. Uncertainty-aware APRs provide uncertainty information on the estimated pose, alleviating the impact of these unreliable predictions. However, existing uncertai…

Cited by 6SourcecodeScholar
2024

Photo-SLAM: Real-time Simultaneous Localization and Photorealistic Mapping for Monocular Stereo and RGB-D Cameras

CVPR 2024poster

The integration of neural rendering and the SLAM system recently showed promising results in joint localization and photorealistic view reconstruction. However existing methods fully relying on implicit representations are so resource-hungry that they cannot run on portable devices which deviates fr…

2023

360VOT: A New Benchmark Dataset for Omnidirectional Visual Object Tracking

ICCV 2023poster

360deg images can provide an omnidirectional field of view which is important for stable and long-term scene perception. In this paper, we explore 360deg images for visual object tracking and perceive new challenges caused by large distortion, stitching artifacts, and other unique attributes of 360d…

Cited by 10PDFcodeScholar
2022

360ST-Mapping: An Online Semantics-Guided Topological Mapping Module for Omnidirectional Visual SLAM

IROS 2022poster

As an abstract representation of the environment structure, a topological map has advantageous properties for path-planning and navigation. Here we proposed an online topological mapping method, 360ST-Mapping, using omnidirectional vision. The 360° field-of-view allows the agent to obtain consistent…

Cited by 7SourceScholar
2022

SiamX: An Efficient Long-term Tracker Using Cross-level Feature Correlation and Adaptive Tracking Scheme

ICRA 2022poster

Siamese network based trackers have achieved significant progress in visual object tracking. For the sake of speed, they mainly rely on offline training to learn a mono-level feature correlation between a target template and a search region. During the tracking period, they use a fixed strategy to i…

Cited by 3SourceScholar
2020

Dual-SLAM: A framework for robust single camera navigation

IROS 2020poster

SLAM (Simultaneous Localization And Mapping) seeks to provide a moving agent with real-time self-localization. To achieve real-time speed, SLAM incrementally propagates position estimates. This makes SLAM fast but also makes it vulnerable to local pose estimation failures. As local pose estimation i…

Cited by 17SourceScholar