Visual place recognition: A tutorial

S Schubert, P Neubert, S Garg, M Milford… - arXiv preprint arXiv …, 2023 - arxiv.org
Localization is an essential capability for mobile robots. A rapidly growing field of research in
this area is Visual Place Recognition (VPR), which is the ability to recognize previously seen …

From machine learning to robotics: Challenges and opportunities for embodied intelligence

N Roy, I Posner, T Barfoot, P Beaudoin… - arXiv preprint arXiv …, 2021 - arxiv.org
Machine learning has long since become a keystone technology, accelerating science and
applications in a broad range of domains. Consequently, the notion of applying learning …

Patch-netvlad: Multi-scale fusion of locally-global descriptors for place recognition

S Hausler, S Garg, M Xu, M Milford… - Proceedings of the …, 2021 - openaccess.thecvf.com
Abstract Visual Place Recognition is a challenging task for robotics and autonomous
systems, which must deal with the twin problems of appearance and viewpoint change in an …

Visual place recognition: A survey from deep learning perspective

X Zhang, L Wang, Y Su - Pattern Recognition, 2021 - Elsevier
Visual place recognition has attracted widespread research interest in multiple fields such
as computer vision and robotics. Recently, researchers have employed advanced deep …

The revisiting problem in simultaneous localization and mapping: A survey on visual loop closure detection

KA Tsintotas, L Bampis… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Where am I? This is one of the most critical questions that any intelligent system should
answer to decide whether it navigates to a previously visited area. This problem has long …

A survey on deep visual place recognition

C Masone, B Caputo - IEEE Access, 2021 - ieeexplore.ieee.org
In recent years visual place recognition (VPR), ie, the problem of recognizing the location of
images, has received considerable attention from multiple research communities, spanning …

Eigenplaces: Training viewpoint robust models for visual place recognition

G Berton, G Trivigno, B Caputo… - Proceedings of the …, 2023 - openaccess.thecvf.com
Abstract Visual Place Recognition is a task that aims to predict the place of an image (called
query) based solely on its visual features. This is typically done through image retrieval …

Semantics for robotic mapping, perception and interaction: A survey

S Garg, N Sünderhauf, F Dayoub… - … and Trends® in …, 2020 - nowpublishers.com
For robots to navigate and interact more richly with the world around them, they will likely
require a deeper understanding of the world in which they operate. In robotics and related …

Night-to-day image translation for retrieval-based localization

A Anoosheh, T Sattler, R Timofte… - … on Robotics and …, 2019 - ieeexplore.ieee.org
Visual localization is a key step in many robotics pipelines, allowing the robot to
(approximately) determine its position and orientation in the world. An efficient and scalable …

[PDF][PDF] Where is your place, visual place recognition?

S Garg, T Fischer, M Milford - IJCAI, 2021 - ijcai.org
Abstract Visual Place Recognition (VPR) is often characterized as being able to recognize
the same place despite significant changes in appearance and viewpoint. VPR is a key …