Category: Neuromorphic Application

What’s the road to commercial success for neuromorphic technologies?

Muir, D.R., Sheik, S. The road to commercial success for neuromorphic technologies. Nat Commun 16, 3586 (2025). https://doi.org/10.1038/s41467-025-57352-1

Abstract
“Neuromorphic technologies adapt biological neural principles to synthesise high-efficiency computational devices, characterised by continuous real-time operation and sparse event-based

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How to build a fully neuromorphic localization system capable of large-scale, on-device deployment for energy-efficient robotic place recognition?

Adam D. Hines, Michael Milford, Tobias Fischer. A compact neuromorphic system for ultra–energy-efficient, on-device robot localization. Sci. Robot.10, eads3968(2025).DOI:10.1126/scirobotics.ads3968

Abstract
Neuromorphic computing offers a transformative pathway to overcome the computational and energy challenges faced in deploying robotic localization

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How to implement neuromorphic visual scene understanding with resonator networks?

Alpha Renner, Lazar Supic, Andreea Danielescu, Giacomo Indiveri, Bruno A. Olshausen, Yulia Sandamirskaya, Friedrich T. Sommer & E. Paxon Frady. Neuromorphic visual scene understanding with resonator networks. Nature Machine Intelligence, 6, 641–652 (2024). https://doi.org/10.1038/s42256-024-00848-0

Abstract
“Analysing a visual scene …

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How to implement fully neuromorphic vision and control for autonomous drone flight?

F. Paredes-Vallés, J. J. Hagenaars, J. Dupeyroux, S. Stroobants, Y. Xu, G. C. H. E. de Croon. Fully neuromorphic vision and control for autonomous drone flight. Science Robotics, 9, eadi0591(2024). DOI:10.1126/scirobotics.adi0591

Editor’s summary
“Despite the ability of visual processing …

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How to enable robots to avoid obstacles with ease inspired by insect brains?

Schoepe, T., Janotte, E., Milde, M.B. et al. Finding the gap: neuromorphic motion-vision in dense environments. Nat Commun 15, 817 (2024). https://doi.org/10.1038/s41467-024-45063-y

Abstract
“Animals have evolved mechanisms to travel safely and efficiently within different habitats. On a journey in

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How to build biomimetic olfactory chips based on large-scale monolithically integrated nanotube sensor arrays?

Wang, C., Chen, Z., Chan, C.L.J. et al. Biomimetic olfactory chips based on large-scale monolithically integrated nanotube sensor arrays. Nat Electron (2024). https://doi.org/10.1038/s41928-023-01107-7

Abstract
“Human olfactory sensors have a large variety of receptor cells that generate signature responses to …

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How to control a simulated 7-DOF arm using a fully spiking neural network running on Intel’s Loihi chip?

Travis DeWolf, Kinjal Patel, Pawel Jaworski, Roxana Leontie, Joseph Hays and Chris Eliasmith. Neuromorphic control of a simulated 7-DOF arm using Loihi. Neuromorphic Computing and Engineering, 2023. 

Abstract
“In this paper, we present a fully spiking neural network running

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How to implement autonomous localization, navigation, and control of UAVs using fully spiking neural networks?

B. Komer, P. Jaworski, S. Harbour, C. Eliasmith and T. DeWolf, “BatSLAM: Neuromorphic Spatial Reasoning in 3D Environments,” 2022 IEEE/AIAA 41st Digital Avionics Systems Conference (DASC), 2022, pp. 1-8, doi: 10.1109/DASC55683.2022.9925773.

Abstract:
“Unmanned aerial vehicles (UAVs) need more …

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How to detect lane using spiking neural network on Loihi neuromorphic processor?

Alberto Viale, Alberto Marchisio, Maurizio Martina, Guido Masera, Muhammad Shafique. LaneSNNs: Spiking Neural Networks for Lane Detection on the Loihi Neuromorphic Processor. arXiv:2208.02253 [cs.NE], 2022. 

Abstract

“Autonomous Driving (AD) related features represent important elements for the next generation of …

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How to implement a neuromorphic vision-based measurement for robust relative localization in future space exploration missions?

Mohammed Salah, Mohammed Chehadah, Muhammed Humais, Mohammed Wahbah, Abdulla Ayyad, Rana Azzam, Lakmal Senevirante, Yahya Zweiri. A Neuromorphic Vision-Based Measurement for Robust Relative Localization in Future Space Exploration Missions. 2022, arXiv:2206.11541 [cs.CV]

Abstract

“Space exploration has witnessed revolutionary changes …

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