activity
20142024
most citedConvolutional Neural Network-based Place Recognition

202 citations · 247 across the 22 of their papers we have counts for

collaborators

19 papers

cs.CV2024

Enhancing Ecological Monitoring with Multi-Objective Optimization: A Novel Dataset and Methodology for Segmentation Algorithms

Sophia J. Abraham, Jin Huang, Brandon RichardWebster +3

We introduce a unique semantic segmentation dataset of 6,096 high-resolution aerial images capturing indigenous and invasive grass species in Bega Valley, New South Wales, Australi…

cs.CV2024

Dynamically Modulating Visual Place Recognition Sequence Length For Minimum Acceptable Performance Scenarios

Connor Malone, Ankit Vora, Thierry Peynot +1

Mobile robots and autonomous vehicles are often required to function in environments where critical position estimates from sensors such as GPS become uncertain or unreliable. Sing…

cs.CV2024

Multi-Technique Sequential Information Consistency For Dynamic Visual Place Recognition In Changing Environments

Bruno Arcanjo, Bruno Ferrarini, Michael Milford +2

Visual place recognition (VPR) is an essential component of robot navigation and localization systems that allows them to identify a place using only image data. VPR is challenging…

cs.CV20231 cited

FocusTune: Tuning Visual Localization through Focus-Guided Sampling

Son Tung Nguyen, Alejandro Fontan, Michael Milford +1

We propose FocusTune, a focus-guided sampling technique to improve the performance of visual localization algorithms. FocusTune directs a scene coordinate regression model towards…

cs.RO20234 cited

Collaborative Visual Place Recognition

Yiming Li, Zonglin Lyu, Mingxuan Lu +3

Visual place recognition (VPR) capabilities enable autonomous robots to navigate complex environments by discovering the environment's topology based on visual input. Most research…

cs.CV2023

Motion-Bias-Free Feature-Based SLAM

Alejandro Fontan, Javier Civera, Michael Milford

For SLAM to be safely deployed in unstructured real world environments, it must possess several key properties that are not encompassed by conventional benchmarks. In this paper we…