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Papers Camera Localization

“Camera Localization” 태그가 달린 논문 130편 · 필터 해제

CVLNet: Cross-View Semantic Correspondence Learning for Video-based Camera Localization

2022-08-07 · Yujiao Shi, Xin Yu, Shan Wang, Hongdong Li

This paper tackles the problem of Cross-view Video-based camera Localization (CVL). The task is to localize a query camera by leveraging information from its past observations, i.e., a continuous sequence of images obser…

Camera LocalizationImage-Based LocalizationSemantic correspondence

Structure PLP-SLAM: Efficient Sparse Mapping and Localization using Point, Line and Plane for Monocular, RGB-D and Stereo Cameras

2022-07-13 · Fangwen Shu, Jiaxuan Wang, Alain Pagani, Didier Stricker

This paper presents a visual SLAM system that uses both points and lines for robust camera localization, and simultaneously performs a piece-wise planar reconstruction (PPR) of the environment to provide a structural map…

Camera LocalizationPose Tracking

Beyond Cross-view Image Retrieval: Highly Accurate Vehicle Localization Using Satellite Image

2022-04-10 · CVPR 2022 1 · Yujiao Shi, Hongdong Li

This paper addresses the problem of vehicle-mounted camera localization by matching a ground-level image with an overhead-view satellite map. Existing methods often treat this problem as cross-view image retrieval, and u…

Camera LocalizationImage RetrievalPose EstimationRetrieval

Deep Camera Pose Regression Using Pseudo-LiDAR

2022-02-28 · Ali Raza, Lazar Lolic, Shahmir Akhter, Alfonso Dela Cruz 외

An accurate and robust large-scale localization system is an integral component for active areas of research such as autonomous vehicles and augmented reality. To this end, many learning algorithms have been proposed tha…

3D Object DetectionAutonomous VehiclesCamera Localizationobject-detection+2

A Critical Analysis of Image-based Camera Pose Estimation Techniques

2022-01-15 · Meng Xu, Youchen Wang, Bin Xu, Jun Zhang 외

Camera, and associated with its objects within the field of view, localization could benefit many computer vision fields, such as autonomous driving, robot navigation, and augmented reality (AR). In this survey, we first…

Autonomous DrivingCamera LocalizationCamera Pose EstimationPose Estimation+2

Decoupling Makes Weakly Supervised Local Feature Better

2022-01-08 · CVPR 2022 1 · Kunhong Li, Longguang Wang, Li Liu, Qing Ran 외

Weakly supervised learning can help local feature methods to overcome the obstacle of acquiring a large-scale dataset with densely labeled correspondences. However, since weak supervision cannot distinguish the losses ca…

Camera LocalizationImage MatchingWeakly-supervised Learning

Learning To Detect Scene Landmarks for Camera Localization

2022-01-01 · CVPR 2022 1 · Tien Do, Ondrej Miksik, Joseph DeGol, Hyun Soo Park 외

Modern camera localization methods that use image retrieval, feature matching, and 3D structure-based pose estimation require long-term storage of numerous scene images or a vast amount of image features. This can ma…

Camera LocalizationImage RetrievalPose EstimationRetrieval

CrossLocate: Cross-modal Large-scale Visual Geo-Localization in Natural Environments using Rendered Modalities

2022-01-01 · WACV 2022 1 · Jan Tomešek, Martin Čadík, Jan Brejcha

We propose a novel approach to visual geo-localization in natural environments. This is a challenging problem due to vast localization areas, the variable appearance of outdoor environments and the scarcity of available …

Camera LocalizationCamera Pose Estimationgeo-localizationImage-Based Localization+4

NinjaDesc: Content-Concealing Visual Descriptors via Adversarial Learning

2021-12-23 · CVPR 2022 1 · Tony Ng, Hyo Jin Kim, Vincent Lee, Daniel DeTone 외

In the light of recent analyses on privacy-concerning scene revelation from visual descriptors, we develop descriptors that conceal the input image content. In particular, we propose an adversarial learning framework for…

Camera LocalizationImage Reconstruction

RADA: Robust Adversarial Data Augmentation for Camera Localization in Challenging Weather

2021-12-05 · Jialu Wang, Muhamad Risqi U. Saputra, Chris Xiaoxuan Lu, Niki Trigon 외

Camera localization is a fundamental and crucial problem for many robotic applications. In recent years, using deep-learning for camera-based localization has become a popular research direction. However, they lack robus…

Camera LocalizationData Augmentation

S3LAM: Structured Scene SLAM

2021-09-15 · Mathieu Gonzalez, Eric Marchand, Amine Kacete, Jérôme Royan

We propose a new SLAM system that uses the semantic segmentation of objects and structures in the scene. Semantic information is relevant as it contains high level information which may make SLAM more accurate and robust…

Camera LocalizationCamera Pose EstimationPose EstimationSemantic Segmentation

Monocular Camera Localization for Automated Vehicles Using Image Retrieval

2021-09-13 · Eunhyek Joa, Yibo Sun, Francesco Borrelli

We address the problem of finding the current position and heading angle of an autonomous vehicle in real-time using a single camera. Compared to methods which require LiDARs and high definition (HD) 3D maps in real-time…

Camera LocalizationImage RetrievalRetrieval

Continual Learning for Image-Based Camera Localization

2021-08-20 · ICCV 2021 10 · Shuzhe Wang, Zakaria Laskar, Iaroslav Melekhov, Xiaotian Li 외

For several emerging technologies such as augmented reality, autonomous driving and robotics, visual localization is a critical component. Directly regressing camera pose/3D scene coordinates from the input image using d…

Autonomous DrivingCamera LocalizationContinual LearningVisual Localization

DistillPose: Lightweight Camera Localization Using Auxiliary Learning

2021-08-09 · Yehya Abouelnaga, Mai Bui, Slobodan Ilic

We propose a lightweight retrieval-based pipeline to predict 6DOF camera poses from RGB images. Our pipeline uses a convolutional neural network (CNN) to encode a query image as a feature vector. A nearest neighbor looku…

Auxiliary LearningCamera LocalizationInformation RetrievalPose Prediction+1

Uncertainty-Aware Camera Pose Estimation from Points and Lines

2021-07-08 · CVPR 2021 1 · Alexander Vakhitov, Luis Ferraz Colomina, Antonio Agudo, Francesc Moreno-Noguer

Perspective-n-Point-and-Line (P$n$PL) algorithms aim at fast, accurate, and robust camera localization with respect to a 3D model from 2D-3D feature correspondences, being a major part of modern robotic and AR/VR systems…

Camera LocalizationCamera Pose EstimationPose EstimationTranslation+1

Video-Based Camera Localization Using Anchor View Detection and Recursive 3D Reconstruction

2021-07-07 · Hajime Taira, Koki Onbe, Naoyuki Miyashita, Masatoshi Okutomi

In this paper we introduce a new camera localization strategy designed for image sequences captured in challenging industrial situations such as industrial parts inspection. To deal with peculiar appearances that hurt st…

3D ReconstructionCamera Localization

Deep auxiliary learning for visual localization using colorization task

2021-07-01 · Mi Tian, Qiong Nie, Hao Shen, Xiahua Xia

Visual localization is one of the most important components for robotics and autonomous driving. Recently, inspiring results have been shown with CNN-based methods which provide a direct formulation to end-to-end regress…

Autonomous DrivingAuxiliary LearningCamera LocalizationColorization+3

LaLaLoc: Latent Layout Localisation in Dynamic, Unvisited Environments

2021-04-19 · ICCV 2021 10 · Henry Howard-Jenkins, Jose-Raul Ruiz-Sarmiento, Victor Adrian Prisacariu

We present LaLaLoc to localise in environments without the need for prior visitation, and in a manner that is robust to large changes in scene appearance, such as a full rearrangement of furniture. Specifically, LaLaLoc …

Camera LocalizationIndoor LocalizationPose EstimationVisual Localization

End-to-end learning of keypoint detection and matching for relative pose estimation

2021-04-02 · Antoine Fond, Luca Del Pero, Nikola Sivacki, Marco Paladini

We propose a new method for estimating the relative pose between two images, where we jointly learn keypoint detection, description extraction, matching and robust pose estimation. While our architecture follows the trad…

Camera LocalizationKeypoint DetectionPose EstimationVisual Localization

Learning Camera Localization via Dense Scene Matching

2021-03-31 · CVPR 2021 1 · Shitao Tang, Chengzhou Tang, Rui Huang, Siyu Zhu 외

Camera localization aims to estimate 6 DoF camera poses from RGB images. Traditional methods detect and match interest points between a query image and a pre-built 3D model. Recent learning-based approaches encode scene …

Camera Localization
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