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Changkun Liu

7 accepted papers

2026

Sat3DGen: Comprehensive Street-Level 3D Scene Generation from Single Satellite Image

ICLR 2026poster

Generating a street-level 3D scene from a single satellite image is a crucial yet challenging task. Current methods present a stark trade-off: geometry-colorization models achieve high geometric fidelity but are typically building-focused and lack semantic diversity. In contrast, proxy-based models…

Cited by 0SourcecodeScholar
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

GS-CPR: Efficient Camera Pose Refinement via 3D Gaussian Splatting

ICLR 2025poster

We leverage 3D Gaussian Splatting (3DGS) as a scene representation and propose a novel test-time camera pose refinement (CPR) framework, GS-CPR. This framework enhances the localization accuracy of state-of-the-art absolute pose regression and scene coordinate regression methods. The 3DGS model rend…

Cited by 7SourcePDFScholar
2025

LiteVLoc: Map-Lite Visual Localization for Image Goal Navigation

ICRA 2025

This paper presents Lite VLoc, a hierarchical vi-sual localization framework that uses a lightweight topo-metric map to represent the environment. The method consists of three sequential modules that estimate camera poses in a coarse-to-fine manner. Unlike dense 3D mapping methods, LiteVLoc reduces

Cited by 8SourcecodeScholar
2025

PLANA3R: Zero-shot Metric Planar 3D Reconstruction via Feed-forward Planar Splatting

NeurIPS 2025poster

This paper addresses metric 3D reconstruction of indoor scenes by exploiting their inherent geometric regularities with compact representations. Using planar 3D primitives -- a well-suited representation for man-made environments -- we introduce PLANA3R, a pose-free framework for metric $\underline{…

Cited by 0SourcecodeScholar
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