Search Results for author: Somayeh Hussaini

Found 3 papers, 3 papers with code

Applications of Spiking Neural Networks in Visual Place Recognition

1 code implementation22 Nov 2023 Somayeh Hussaini, Michael Milford, Tobias Fischer

Lastly, we investigate the role of sequence matching in SNN-based VPR, a technique where consecutive images are used to refine place recognition.

Visual Place Recognition

Ensembles of Compact, Region-specific & Regularized Spiking Neural Networks for Scalable Place Recognition

1 code implementation19 Sep 2022 Somayeh Hussaini, Michael Milford, Tobias Fischer

We evaluate this new scalable modular system on benchmark localization datasets Nordland and Oxford RobotCar, with comparisons to standard techniques NetVLAD, DenseVLAD, and SAD, and a previous spiking neural network system.

Spiking Neural Networks for Visual Place Recognition via Weighted Neuronal Assignments

1 code implementation14 Sep 2021 Somayeh Hussaini, Michael Milford, Tobias Fischer

Spiking neural networks (SNNs) offer both compelling potential advantages, including energy efficiency and low latencies and challenges including the non-differentiable nature of event spikes.

Template Matching Visual Place Recognition

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