Search Results for author: Jan Finkbeiner

Found 4 papers, 1 papers with code

A Hybrid SNN-ANN Network for Event-based Object Detection with Spatial and Temporal Attention

no code implementations15 Mar 2024 Soikat Hasan Ahmed, Jan Finkbeiner, Emre Neftci

Event cameras offer high temporal resolution and dynamic range with minimal motion blur, making them promising for object detection tasks.

object-detection Object Detection

Harnessing Manycore Processors with Distributed Memory for Accelerated Training of Sparse and Recurrent Models

no code implementations7 Nov 2023 Jan Finkbeiner, Thomas Gmeinder, Mark Pupilli, Alexander Titterton, Emre Neftci

To overcome this limitation, we explore sparse and recurrent model training on a massively parallel multiple instruction multiple data (MIMD) architecture with distributed local memory.

Efficient Neural Network

Online Transformers with Spiking Neurons for Fast Prosthetic Hand Control

1 code implementation21 Mar 2023 Nathan Leroux, Jan Finkbeiner, Emre Neftci

However, the self-attention mechanism often used in Transformers requires large time windows for each computation step and thus makes them less suitable for online signal processing compared to Recurrent Neural Networks (RNNs).

Position regression

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