Efficient Video and Audio processing with Loihi 2

Efficient Video and Audio processing with Loihi 2

5 October 2023

Jonathan Timcheck

L. Campos-Macias

Mike Davies

Papers citing "Efficient Video and Audio processing with Loihi 2"

16 / 16 papers shown

Title
Sigma-Delta Neural Network Conversion on Loihi 2 Matthew Brehove Sadia Anjum Tumpa Espoir Kyubwa Naresh Menon Vijaykrishnan Narayanan 23 0 0 09 May 2025
Region Masking to Accelerate Video Processing on Neuromorphic Hardware Sreetama Sarkar S. Shrestha Yue Che L. Campos-Macias Gourav Datta P. Beerel 47 0 0 21 Mar 2025
Accelerating Linear Recurrent Neural Networks for the Edge with Unstructured Sparsity Alessandro Pierro Steven Abreu Jonathan Timcheck Philipp Stratmann Andreas Wild S. Shrestha 72 0 0 03 Feb 2025
Solving Sparse Finite Element Problems on Neuromorphic Hardware Bradley H. Theilman J. Aimone 36 0 0 17 Jan 2025
Contemporary implementations of spiking bio-inspired neural networks Andrey E. Schegolev Marina V. Bastrakova Michael A. Sergeev Anastasia A. Maksimovskaya Nikolay V. Klenov Igor I. Soloviev 38 1 0 23 Dec 2024
Neuromorphic Wireless Split Computing with Multi-Level Spikes Dengyu Wu Jiechen Chen Bipin Rajendran H. Vincent Poor Osvaldo Simeone 46 1 0 07 Nov 2024
Twin Network Augmentation: A Novel Training Strategy for Improved Spiking Neural Networks and Efficient Weight Quantization Lucas Deckers Benjamin Vandersmissen Ing Jyh Tsang W. V. Leekwijck Steven Latré MQ 30 2 0 24 Sep 2024
A Diagonal Structured State Space Model on Loihi 2 for Efficient Streaming Sequence Processing Svea Marie Meyer Philipp Weidel Philipp Plank L. Campos-Macias Sumit Bam Shrestha Philipp Stratmann M. R 38 4 0 23 Sep 2024
N-DriverMotion: Driver motion learning and prediction using an event-based camera and directly trained spiking neural networks Hyo Jong Chung Byungkon Kang Yoonseok Yang 32 0 0 23 Aug 2024
Mamba-PTQ: Outlier Channels in Recurrent Large Language Models Alessandro Pierro Steven Abreu MQ Mamba 43 6 0 17 Jul 2024
Q-S5: Towards Quantized State Space Models Steven Abreu Jens Egholm Pedersen Kade Heckel Alessandro Pierro MQ 40 7 0 13 Jun 2024
Neuromorphic hardware for sustainable AI data centers Bernhard Vogginger A. Rostami Vaibhav Jain Sirine Arfa Andreas Hantsch ... Ulrike Faltings Hector A. Gonzalez Chen Liu Christian Mayr Wolfgang Maaß 26 10 0 04 Feb 2024
Balanced Resonate-and-Fire Neurons Saya Higuchi Sebastian Kairat S. Bohté Sebastian Otte 24 6 0 02 Feb 2024
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
Agreeing to Stop: Reliable Latency-Adaptive Decision Making via Ensembles of Spiking Neural Networks Jiechen Chen Sangwoo Park Osvaldo Simeone 29 4 0 25 Oct 2023
Deep Reinforcement Learning with Population-Coded Spiking Neural Network for Continuous Control Guangzhi Tang Neelesh Kumar Raymond Yoo Konstantinos Michmizos 52 74 0 19 Oct 2020