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 …

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 …

Divide&classify: Fine-grained classification for city-wide visual geo-localization

G Trivigno, G Berton, J Aragon… - Proceedings of the …, 2023 - openaccess.thecvf.com
Visual Place recognition is commonly addressed as an image retrieval problem. However,
retrieval methods are impractical to scale to large datasets, densely sampled from city-wide …

A Survey on Monocular Re-Localization: From the Perspective of Scene Map Representation

J Miao, K Jiang, T Wen, Y Wang, P Jia… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Monocular Re-Localization (MRL) is an essential component in autonomous applications,
estimating 6 degree-of-freedom ego poses wrt the scene map using monocular images …

Hot-NetVLAD: Learning discriminatory key points for visual place recognition

Z Li, CDW Lee, BXL Tung, Z Huang… - IEEE Robotics and …, 2023 - ieeexplore.ieee.org
Hot-NetVLAD implements a hot-spot detector on a learned local key-patch descriptor
algorithm for Visual Place Recognition (VPR), thereby greatly cutting down the size of …

VLAD-BuFF: burst-aware fast feature aggregation for visual place recognition

A Khaliq, M Xu, S Hausler, M Milford, S Garg - European Conference on …, 2025 - Springer
Abstract Visual Place Recognition (VPR) is a crucial component of many visual localization
pipelines for embodied agents. VPR is often formulated as an image retrieval task aimed at …

MeshVPR: Citywide Visual Place Recognition Using 3D Meshes

G Berton, L Junglas, R Zaccone, T Pollok… - … on Computer Vision, 2025 - Springer
Mesh-based scene representation offers a promising direction for simplifying large-scale
hierarchical visual localization pipelines, combining a visual place recognition step based …

Collaborative Visual Place Recognition through Federated Learning

M Dutto, G Berton, D Caldarola… - Proceedings of the …, 2024 - openaccess.thecvf.com
Abstract Visual Place Recognition (VPR) aims to estimate the location of an image by
treating it as a retrieval problem. VPR uses a database of geo-tagged images and leverages …

Applications of spiking neural networks in visual place recognition

S Hussaini, M Milford, T Fischer - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
In robotics, Spiking Neural Networks (SNNs) are increasingly recognized for their largely-
unrealized potential energy efficiency and low latency particularly when implemented on …

Jist: Joint image and sequence training for sequential visual place recognition

G Berton, G Trivigno, B Caputo… - IEEE Robotics and …, 2023 - ieeexplore.ieee.org
Visual Place Recognition aims at recognizing previously visited places by relying on visual
clues, and it is used in robotics applications for SLAM and localization. Since typically a …