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Papers Visual Localization

“Visual Localization” 태그가 달린 논문 494편 · 필터 해제

LoGS: Visual Localization via Gaussian Splatting with Fewer Training Images

2024-10-15 · Yuzhou Cheng, Jianhao Jiao, Yue Wang, Dimitrios Kanoulas

Visual localization involves estimating a query image's 6-DoF (degrees of freedom) camera pose, which is a fundamental component in various computer vision and robotic tasks. This paper presents LoGS, a vision-based loca…

Image RetrievalNovel View SynthesisPositionRetrieval+1

RNR-Nav: A Real-World Visual Navigation System Using Renderable Neural Radiance Maps

2024-10-08 · Minsoo Kim, Obin Kwon, Howoong Jun, Songhwai Oh

We propose a novel visual localization and navigation framework for real-world environments directly integrating observed visual information into the bird-eye-view map. While the renderable neural radiance map (RNR-Map) …

Visual LocalizationVisual Navigation

LiteVLoc: Map-Lite Visual Localization for Image Goal Navigation

2024-10-06 · Jianhao Jiao, Jinhao He, Changkun Liu, Sebastian Aegidius 외

This paper presents LiteVLoc, a hierarchical visual localization framework that uses a lightweight topo-metric map to represent the environment. The method consists of three sequential modules that estimate camera poses …

Pose EstimationVisual Localization

Boosting Weakly-Supervised Referring Image Segmentation via Progressive Comprehension

2024-10-02 · Zaiquan Yang, Yuhao Liu, Jiaying Lin, Gerhard Hancke 외

This paper explores the weakly-supervised referring image segmentation (WRIS) problem, and focuses on a challenging setup where target localization is learned directly from image-text pairs. We note that the input text d…

Image SegmentationLarge Language ModelSemantic SegmentationVisual Localization

VLAD-BuFF: Burst-aware Fast Feature Aggregation for Visual Place Recognition

2024-09-28 · Ahmad Khaliq, Ming Xu, Stephen Hausler, Michael Milford 외

Visual Place Recognition (VPR) is a crucial component of many visual localization pipelines for embodied agents. VPR is often formulated as an image retrieval task aimed at jointly learning local features and an aggregat…

Image RetrievalVisual LocalizationVisual Place Recognition

Game4Loc: A UAV Geo-Localization Benchmark from Game Data

2024-09-25 · Yuxiang Ji, Boyong He, Zhuoyue Tan, Liaoni Wu

The vision-based geo-localization technology for UAV, serving as a secondary source of GPS information in addition to the global navigation satellite systems (GNSS), can still operate independently in the GPS-denied envi…

Drone-view target localizationgeo-localizationVisual LocalizationVisual Place Recognition

GSplatLoc: Grounding Keypoint Descriptors into 3D Gaussian Splatting for Improved Visual Localization

2024-09-24 · Gennady Sidorov, Malik Mohrat, Denis Gridusov, Ruslan Rakhimov 외

Although various visual localization approaches exist, such as scene coordinate regression and camera pose regression, these methods often struggle with optimization complexity or limited accuracy. To address these chall…

3D geometry3DGSBenchmarkingKeypoint Detection+4

SpaGBOL: Spatial-Graph-Based Orientated Localisation

2024-09-23 · Tavis Shore, Oscar Mendez, Simon Hadfield

Cross-View Geo-Localisation within urban regions is challenging in part due to the lack of geo-spatial structuring within current datasets and techniques. We propose utilising graph representations to model sequences of …

Camera LocalizationCross-View Geo-Localisationgeo-localizationImage-Based Localization+5

SplatLoc: 3D Gaussian Splatting-based Visual Localization for Augmented Reality

2024-09-21 · Hongjia Zhai, Xiyu Zhang, Boming Zhao, Hai Li 외

Visual localization plays an important role in the applications of Augmented Reality (AR), which enable AR devices to obtain their 6-DoF pose in the pre-build map in order to render virtual content in real scenes. Howeve…

DecoderPose EstimationVisual Localization

Combining Absolute and Semi-Generalized Relative Poses for Visual Localization

2024-09-21 · Vojtech Panek, Torsten Sattler, Zuzana Kukelova

Visual localization is the problem of estimating the camera pose of a given query image within a known scene. Most state-of-the-art localization approaches follow the structure-based paradigm and use 2D-3D matches betwee…

Pose EstimationVisual Localization

HGSLoc: 3DGS-based Heuristic Camera Pose Refinement

2024-09-17 · Zhongyan Niu, Zhen Tan, Jinpu Zhang, Xueliang Yang 외

Visual localization refers to the process of determining camera poses and orientation within a known scene representation. This task is often complicated by factors such as illumination changes and variations in viewing …

3DGS3D ReconstructionNeRFNeural Rendering+2

Obfuscation Based Privacy Preserving Representations are Recoverable Using Neighborhood Information

2024-09-17 · Kunal Chelani, Assia Benbihi, Fredrik Kahl, Torsten Sattler 외

Rapid growth in the popularity of AR/VR/MR applications and cloud-based visual localization systems has given rise to an increased focus on the privacy of user content in the localization process. This privacy concern ha…

Privacy PreservingVisual Localization

GeoCalib: Learning Single-image Calibration with Geometric Optimization

2024-09-10 · Alexander Veicht, Paul-Edouard Sarlin, Philipp Lindenberger, Marc Pollefeys

From a single image, visual cues can help deduce intrinsic and extrinsic camera parameters like the focal length and the gravity direction. This single-image calibration can benefit various downstream applications like i…

3D geometryVisual Localization

Reprojection Errors as Prompts for Efficient Scene Coordinate Regression

2024-09-06 · Ting-Ru Liu, Hsuan-Kung Yang, Jou-Min Liu, Chun-Wei Huang 외

Scene coordinate regression (SCR) methods have emerged as a promising area of research due to their potential for accurate visual localization. However, many existing SCR approaches train on samples from all image region…

feature selectionregressionVisual Localization

Unveiling Visual Biases in Audio-Visual Localization Benchmarks

2024-08-25 · Liangyu Chen, Zihao Yue, Boshen Xu, Qin Jin

Audio-Visual Source Localization (AVSL) aims to localize the source of sound within a video. In this paper, we identify a significant issue in existing benchmarks: the sounding objects are often easily recognized based s…

audio-visual learningVisual Localization

FUSELOC: Fusing Global and Local Descriptors to Disambiguate 2D-3D Matching in Visual Localization

2024-08-21 · Son Tung Nguyen, Alejandro Fontan, Michael Milford, Tobias Fischer

Hierarchical methods represent state-of-the-art visual localization, optimizing search efficiency by using global descriptors to focus on relevant map regions. However, this state-of-the-art performance comes at the cost…

Visual Localization

Visual Localization in 3D Maps: Comparing Point Cloud, Mesh, and NeRF Representations

2024-08-21 · Lintong Zhang, Yifu Tao, Jiarong Lin, Fu Zhang 외

Recent advances in mapping techniques have enabled the creation of highly accurate dense 3D maps during robotic missions, such as point clouds, meshes, or NeRF-based representations. These developments present new opport…

GPUImage RetrievalNeRFVisual Localization

GSLoc: Efficient Camera Pose Refinement via 3D Gaussian Splatting

2024-08-20 · Changkun Liu, Shuai Chen, Yash Bhalgat, Siyan Hu 외

We leverage 3D Gaussian Splatting (3DGS) as a scene representation and propose a novel test-time camera pose refinement framework, GSLoc. This framework enhances the localization accuracy of state-of-the-art absolute pos…

3DGSNeRFPose Estimationregression+1

MambaLoc: Efficient Camera Localisation via State Space Model

2024-08-19 · Jialu Wang, Kaichen Zhou, Andrew Markham, Niki Trigoni

Location information is pivotal for the automation and intelligence of terminal devices and edge-cloud IoT systems, such as autonomous vehicles and augmented reality. However, achieving reliable positioning across divers…

Autonomous VehiclesComputational EfficiencymodelVisual Localization

Spherical World-Locking for Audio-Visual Localization in Egocentric Videos

2024-08-09 · Heeseung Yun, Ruohan Gao, Ishwarya Ananthabhotla, Anurag Kumar 외

Egocentric videos provide comprehensive contexts for user and scene understanding, spanning multisensory perception to behavioral interaction. We propose Spherical World-Locking (SWL) as a general framework for egocentri…

Active Speaker LocalizationDecoderScene UnderstandingVideo Understanding+1
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