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20232026
most citedApplications of Spiking Neural Networks in Visual Place Recognition

17 citations · 44 across the 28 of their papers we have counts for

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Showing 2025Show all

10 papers · 1 filter

cs.RO2025★ 1 cited

Going Places: Place Recognition in Artificial and Natural Systems

Michael Milford, Tobias Fischer

Place recognition, the ability to identify previously visited locations, is critical for both biological navigation and autonomous systems. This review synthesizes findings from ro…

cs.RO2025

Pixi: Unified Software Development and Distribution for Robotics and AI

Tobias Fischer, Wolf Vollprecht, Bas Zalmstra +8

The reproducibility crisis in scientific computing constrains robotics research. Existing studies reveal that up to 70% of robotics algorithms cannot be reproduced by independent t…

cs.RO2025

Prepare for Warp Speed: Sub-millisecond Visual Place Recognition Using Event Cameras

Vignesh Ramanathan, Michael Milford, Tobias Fischer

Visual Place Recognition (VPR) enables systems to identify previously visited locations within a map, a fundamental task for autonomous navigation. Prior works have developed VPR s…

cs.RO2025

Event-Based Visual Teach-and-Repeat via Fast Fourier-Domain Cross-Correlation

Gokul B. Nair, Alejandro Fontan, Michael Milford +1

Visual teach-and-repeat (VT&R) navigation enables robots to autonomously traverse previously demonstrated paths using visual feedback. We present a novel event-camera-based VT&R sy…

cs.RO2025★ 1 cited

Event-LAB: Towards Standardized Evaluation of Neuromorphic Localization Methods

Adam D. Hines, Alejandro Fontan, Michael Milford +1

Event-based localization research and datasets are a rapidly growing area of interest, with a tenfold increase in the cumulative total number of published papers on this topic over…

cs.CV2025★ 4 cited

Ensemble-Based Event Camera Place Recognition Under Varying Illumination

Therese Joseph, Tobias Fischer, Michael Milford

Compared to conventional cameras, event cameras provide a high dynamic range and low latency, offering greater robustness to rapid motion and challenging lighting conditions. Altho…

cs.CV2025

VSLAM-LAB: A Comprehensive Framework for Visual SLAM Methods and Datasets

Alejandro Fontan, Tobias Fischer, Javier Civera +1

Visual Simultaneous Localization and Mapping (VSLAM) research faces significant challenges due to fragmented toolchains, complex system configurations, and inconsistent evaluation…

cs.NE2025

Threshold Adaptation in Spiking Networks Enables Shortest Path Finding and Place Disambiguation

Robin Dietrich, Tobias Fischer, Nicolai Waniek +4

Efficient spatial navigation is a hallmark of the mammalian brain, inspiring the development of neuromorphic systems that mimic biological principles. Despite progress, implementin…

cs.CV2025

Improving Visual Place Recognition with Sequence-Matching Receptiveness Prediction

Somayeh Hussaini, Tobias Fischer, Michael Milford

In visual place recognition (VPR), filtering and sequence-based matching approaches can improve performance by integrating temporal information across image sequences, especially i…

cs.RO2025★ 2 cited

Image-Based Relocalization and Alignment for Long-Term Monitoring of Dynamic Underwater Environments

Beverley Gorry, Tobias Fischer, Michael Milford +1

Effective monitoring of underwater ecosystems is crucial for tracking environmental changes, guiding conservation efforts, and ensuring long-term ecosystem health. However, automat…