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20212026
most citedA New Look at Spike-Timing-Dependent Plasticity Networks for Spatio-Temporal Feature Learning

7 citations · 18 across the 27 of their papers we have counts for

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Showing 2024Show all

5 papers · 1 filter

eess.IV2024

Rotational Odometry using Ultra Low Resolution Thermal Cameras

Ali Safa

This letter provides what is, to the best of our knowledge, a first study on the applicability of ultra-low-resolution thermal cameras for providing rotational odometry measurement…

eess.SP2024

Automating the Design of Multi-band Microstrip Antennas via Uniform Cross-Entropy Optimization

Ali Al-Zawqari, Ali Safa, Gert Vandersteen

Automating the design of microstrip antennas has been an active area of research for the past decade. By leveraging machine learning techniques such as Genetic Algorithms (GAs) or,…

cs.NE2024

Continual Learning with Hebbian Plasticity in Sparse and Predictive Coding Networks: A Survey and Perspective

Ali Safa

Recently, the use of bio-inspired learning techniques such as Hebbian learning and its closely-related Spike-Timing-Dependent Plasticity (STDP) variant have drawn significant atten…

cs.NE2024

Towards Chip-in-the-loop Spiking Neural Network Training via Metropolis-Hastings Sampling

Ali Safa, Vikrant Jaltare, Samira Sebt +4

This paper studies the use of Metropolis-Hastings sampling for training Spiking Neural Network (SNN) hardware subject to strong unknown non-idealities, and compares the proposed ap…

cs.CV2024★ 1 cited

Resource-Efficient Gesture Recognition using Low-Resolution Thermal Camera via Spiking Neural Networks and Sparse Segmentation

Ali Safa, Wout Mommen, Lars Keuninckx

This work proposes a novel approach for hand gesture recognition using an inexpensive, low-resolution (24 x 32) thermal sensor processed by a Spiking Neural Network (SNN) followed…