Image-based camera localization: an overview

Y Wu, F Tang, H Li - Visual Computing for Industry, Biomedicine, and Art, 2018 - Springer
Virtual reality, augmented reality, robotics, and autonomous driving, have recently attracted
much attention from both academic and industrial communities, in which image-based …

Pointnetvlad: Deep point cloud based retrieval for large-scale place recognition

MA Uy, GH Lee - Proceedings of the IEEE conference on …, 2018 - openaccess.thecvf.com
Unlike its image based counterpart, point cloud based retrieval for place recognition has
remained as an unexplored and unsolved problem. This is largely due to the difficulty in …

Geometric loss functions for camera pose regression with deep learning

A Kendall, R Cipolla - … of the IEEE conference on computer …, 2017 - openaccess.thecvf.com
Deep learning has shown to be effective for robust and real-time monocular image
relocalisation. In particular, PoseNet is a deep convolutional neural network which learns to …

Geometry-aware learning of maps for camera localization

S Brahmbhatt, J Gu, K Kim, J Hays… - Proceedings of the …, 2018 - openaccess.thecvf.com
Maps are a key component in image-based camera localization and visual SLAM systems:
they are used to establish geometric constraints between images, correct drift in relative …

Image-based localization using lstms for structured feature correlation

F Walch, C Hazirbas, L Leal-Taixe… - Proceedings of the …, 2017 - openaccess.thecvf.com
In this work we propose a new CNN+ LSTM architecture for camera pose regression for
indoor and outdoor scenes. CNNs allow us to learn suitable feature representations for …

Efficient & effective prioritized matching for large-scale image-based localization

T Sattler, B Leibe, L Kobbelt - IEEE transactions on pattern …, 2016 - ieeexplore.ieee.org
Accurately determining the position and orientation from which an image was taken, ie,
computing the camera pose, is a fundamental step in many Computer Vision applications …

A review of recurrent neural network based camera localization for indoor environments

MS Alam, FB Mohamed, A Selamat, AB Hossain - IEEE Access, 2023 - ieeexplore.ieee.org
Camera localization involves the estimation of the camera pose of an image from a random
scene. We used a single image or sequence of images or videos as the input. The output …

Scene coordinate reconstruction: Posing of image collections via incremental learning of a relocalizer

E Brachmann, J Wynn, S Chen, T Cavallari… - … on Computer Vision, 2024 - Springer
We address the task of estimating camera parameters from a set of images depicting a
scene. Popular feature-based structure-from-motion (SfM) tools solve this task by …

NetVLAD: CNN architecture for weakly supervised place recognition

R Arandjelovic, P Gronat, A Torii… - Proceedings of the …, 2016 - openaccess.thecvf.com
We tackle the problem of large scale visual place recognition, where the task is to quickly
and accurately recognize the location of a given query photograph. We present the following …

Planet-photo geolocation with convolutional neural networks

T Weyand, I Kostrikov, J Philbin - … , The Netherlands, October 11-14, 2016 …, 2016 - Springer
Is it possible to determine the location of a photo from just its pixels? While the general
problem seems exceptionally difficult, photos often contain cues such as landmarks, weather …