Efficient Neuromorphic Signal Processing with Loihi 2

5 November 2021

Garrick Orchard

Mike Davies

Papers citing "Efficient Neuromorphic Signal Processing with Loihi 2"

29 / 29 papers shown

Title
Sigma-Delta Neural Network Conversion on Loihi 2 Matthew Brehove Sadia Anjum Tumpa Espoir Kyubwa Naresh Menon Vijaykrishnan Narayanan 26 0 0 09 May 2025
Causal pieces: analysing and improving spiking neural networks piece by piece Dominik Dold Philipp Christian Petersen CML 38 0 0 18 Apr 2025
Three-Factor Learning in Spiking Neural Networks: An Overview of Methods and Trends from a Machine Learning Perspective Szymon Mazurek Jakub Caputa Jan K. Argasiñski Maciej Wielgosz 21 0 0 06 Apr 2025
STAA-SNN: Spatial-Temporal Attention Aggregator for Spiking Neural Networks Tianqing Zhang Kairong Yu Xian Zhong Hongwei Wang Qi Xu Qiang Zhang 86 1 0 04 Mar 2025
Range and Angle Estimation with Spiking Neural Resonators for FMCW Radar Nico Reeb Javier Lopez-Randulfe Robin Dietrich Alois Knoll 38 0 0 02 Mar 2025
Solving Sparse Finite Element Problems on Neuromorphic Hardware Bradley H. Theilman J. Aimone 36 0 0 17 Jan 2025
Neuromorphic Wireless Split Computing with Multi-Level Spikes Dengyu Wu Jiechen Chen Bipin Rajendran H. Vincent Poor Osvaldo Simeone 49 1 0 07 Nov 2024
Advancing Spatio-Temporal Processing in Spiking Neural Networks through Adaptation Maximilian Baronig Romain Ferrand Silvester Sabathiel Robert Legenstein 48 3 0 14 Aug 2024
Natively neuromorphic LMU architecture for encoding-free SNN-based HAR on commercial edge devices Vittorio Fra Benedetto Leto Andrea Pignata Enrico Macii Gianvito Urgese 31 1 0 04 Jul 2024
Distributed Representations Enable Robust Multi-Timescale Symbolic Computation in Neuromorphic Hardware Madison Cotteret Hugh Greatorex Alpha Renner Junren Chen Emre Neftci Huaqiang Wu Giacomo Indiveri Martin Ziegler Elisabetta Chicca 39 2 0 02 May 2024
LitE-SNN: Designing Lightweight and Efficient Spiking Neural Network through Spatial-Temporal Compressive Network Search and Joint Optimization Qianhui Liu Jiaqi Yan Malu Zhang Gang Pan Haizhou Li 42 4 0 26 Jan 2024
Emulating insect brains for neuromorphic navigation Korbinian Schreiber Timo C. Wunderlich Philipp Spilger Sebastian Billaudelle Benjamin Cramer ... Christian Pehle Eric Müller Mihai A. Petrovici Johannes Schemmel Karlheinz Meier 22 0 0 31 Dec 2023
Neuromorphic Intermediate Representation: A Unified Instruction Set for Interoperable Brain-Inspired Computing Jens Egholm Pedersen Steven Abreu Matthias Jobst Gregor Lenz Vittorio Fra ... Gianvito Urgese Sadasivan Shankar Terrence C. Stewart Jason Eshraghian Sadique Sheik 29 30 0 24 Nov 2023
WaLiN-GUI: a graphical and auditory tool for neuron-based encoding Simon F. Müller-Cleve Fernando M. Quintana Vittorio Fra Pedro L. Galindo Fernando Perez-Peña Gianvito Urgese Chiara Bartolozzi 27 0 0 25 Oct 2023
Integrate-and-fire circuit for converting analog signals to spikes using phase encoding Javier Lopez-Randulfe Nico Reeb Alois Knoll 20 2 0 03 Oct 2023
Spiking Neural Network for Ultra-low-latency and High-accurate Object Detection Jinye Qu Zeyu Gao Tielin Zhang Yan-Feng Lu Huajin Tang Hong Qiao 18 18 0 21 Jun 2023
Neuromorphic Optical Flow and Real-time Implementation with Event Cameras Yannick Schnider Stanisław Woźniak Mathias Gehrig J. Lecomte Axel von Arnim Luca Benini Davide Scaramuzza A. Pantazi 38 15 0 14 Apr 2023
Online Transformers with Spiking Neurons for Fast Prosthetic Hand Control Nathan Leroux Jan Finkbeiner Emre Neftci 33 9 0 21 Mar 2023
NU-AIR -- A Neuromorphic Urban Aerial Dataset for Detection and Localization of Pedestrians and Vehicles Craig Iaboni Thomas Kelly Pramod Abichandani 21 2 0 18 Feb 2023
Frameworks for SNNs: a Review of Data Science-oriented Software and an Expansion of SpykeTorch D. L. Manna Alex Vicente-Sola Paul Kirkland Trevor Bihl G. D. Caterina 27 8 0 15 Feb 2023
Tricking AI chips into Simulating the Human Brain: A Detailed Performance Analysis Lennart P L Landsmeer Max C. W. Engelen Rene Miedema Christos Strydis 15 4 0 31 Jan 2023
Event-driven Spectrotemporal Feature Extraction and Classification using a Silicon Cochlea Model Ying Xu S. Perera Y. Bethi Saeed Afshar André van Schaik 19 7 0 14 Dec 2022
Intelligence Processing Units Accelerate Neuromorphic Learning P. Sun A. Titterton Anjlee Gopiani Tim Santos A. Basu Wei D. Lu Jason Eshraghian 19 8 0 19 Nov 2022
SMS: Spiking Marching Scheme for Efficient Long Time Integration of Differential Equations Qian Zhang Adar Kahana George Karniadakis P. Stinis 16 8 0 17 Nov 2022
Exploring Lottery Ticket Hypothesis in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Ruokai Yin Priyadarshini Panda 30 46 0 04 Jul 2022
Simple and complex spiking neurons: perspectives and analysis in a simple STDP scenario D. L. Manna Alex Vicente-Sola Paul Kirkland Trevor Bihl G. D. Caterina 30 21 0 28 Jun 2022
Braille Letter Reading: A Benchmark for Spatio-Temporal Pattern Recognition on Neuromorphic Hardware Simon F. Müller-Cleve Vittorio Fra Lyes Khacef Alejandro Pequeño-Zurro Daniel Klepatsch ... D. G. Ivanovich Shavika Rastogi Gianvito Urgese Friedemann Zenke Chiara Bartolozzi 27 38 0 30 May 2022
Object Detection with Spiking Neural Networks on Automotive Event Data Loic Cordone Benoit Miramond Philippe Thiérion 30 98 0 09 May 2022
The fine line between dead neurons and sparsity in binarized spiking neural networks Jason Eshraghian Wei D. Lu 46 19 0 28 Jan 2022