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 …

Dinov2: Learning robust visual features without supervision

M Oquab, T Darcet, T Moutakanni, H Vo… - arxiv preprint arxiv …, 2023 - arxiv.org
The recent breakthroughs in natural language processing for model pretraining on large
quantities of data have opened the way for similar foundation models in computer vision …

R2former: Unified retrieval and reranking transformer for place recognition

S Zhu, L Yang, C Chen, M Shah… - Proceedings of the …, 2023 - openaccess.thecvf.com
Abstract Visual Place Recognition (VPR) estimates the location of query images by matching
them with images in a reference database. Conventional methods generally adopt …

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 …

Rethinking visual geo-localization for large-scale applications

G Berton, C Masone, B Caputo - Proceedings of the IEEE …, 2022 - openaccess.thecvf.com
Visual Geo-localization (VG) is the task of estimating the position where a given photo was
taken by comparing it with a large database of images of known locations. To investigate …

Mixvpr: Feature mixing for visual place recognition

A Ali-Bey, B Chaib-Draa… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Abstract Visual Place Recognition (VPR) is a crucial part of mobile robotics and autonomous
driving as well as other computer vision tasks. It refers to the process of identifying a place …

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 …

AnyLoc: Towards Universal Visual Place Recognition

N Keetha, A Mishra, J Karhade… - IEEE Robotics and …, 2023 - ieeexplore.ieee.org
Visual Place Recognition (VPR) is vital for robot localization. To date, the most performant
VPR approaches are environment-and task-specific: while they exhibit strong performance …

Transvpr: Transformer-based place recognition with multi-level attention aggregation

R Wang, Y Shen, W Zuo, S Zhou… - Proceedings of the …, 2022 - openaccess.thecvf.com
Visual place recognition is a challenging task for applications such as autonomous driving
navigation and mobile robot localization. Distracting elements presenting in complex scenes …

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 …