Robust Image Retrieval-based Visual Localization using Kapture

07/27/2020
by   Martin Humenberger, et al.
0

In this paper, we present a versatile method for visual localization. It is based on robust image retrieval for coarse camera pose estimation and robust local features for accurate pose refinement. Our method is top ranked on various public datasets showing its ability of generalization and its great variety of applications. To facilitate experiments, we introduce kapture, a flexible data format and processing pipeline for structure from motion and visual localization that is released open source. We furthermore provide all datasets used in this paper in the kapture format to facilitate research and data processing. The code can be found at https://github.com/naver/kapture, the datasets as well as more information, updates, and news can be found at https://europe.naverlabs.com/research/3d-vision/kapture.

READ FULL TEXT

page 2

page 3

page 6

research
11/24/2020

Benchmarking Image Retrieval for Visual Localization

Visual localization, i.e., camera pose estimation in a known scene, is a...
research
06/29/2023

EgoCOL: Egocentric Camera pose estimation for Open-world 3D object Localization @Ego4D challenge 2023

We present EgoCOL, an egocentric camera pose estimation method for open-...
research
05/31/2022

Investigating the Role of Image Retrieval for Visual Localization – An exhaustive benchmark

Visual localization, i.e., camera pose estimation in a known scene, is a...
research
03/03/2020

Image Matching across Wide Baselines: From Paper to Practice

We introduce a comprehensive benchmark for local features and robust est...
research
04/13/2022

Reuse your features: unifying retrieval and feature-metric alignment

We propose a compact pipeline to unify all the steps of Visual Localizat...
research
05/07/2021

Probabilistic Visual Place Recognition for Hierarchical Localization

Visual localization techniques often comprise a hierarchical localizatio...
research
08/22/2023

Adaptive Graduated Non-Convexity for Pose Graph Optimization

We present a novel approach to robust pose graph optimization based on G...

Please sign up or login with your details

Forgot password? Click here to reset