Real-Time Frame- and Event-based Object Detection with Spiking Neural Networks on Edge Neuromorphic Hardware: Design, Deployment and Benchmark
Fuente:
arXiv
Enregistré dans:
| Auteurs principaux: | Gamage, Udayanga G. W. K. N., Zeng, Yan, Cadena, Cesar, Fumagalli, Matteo, Tolu, Silvia |
|---|---|
| Format: | Preprint |
| Publié: |
2026
|
| Sujets: | |
| Accès en ligne: | |
| Tags: |
Ajouter un tag
Pas de tags, Soyez le premier à ajouter un tag!
|
Documents similaires
Event-based Civil Infrastructure Visual Defect Detection: ev-CIVIL Dataset and Benchmark
par: Gamage, Udayanga G. W. K. N., et autres
Publié: (2025)
par: Gamage, Udayanga G. W. K. N., et autres
Publié: (2025)
SpikeFit: Towards Optimal Deployment of Spiking Networks on Neuromorphic Hardware
par: Kartashov, Ivan, et autres
Publié: (2025)
par: Kartashov, Ivan, et autres
Publié: (2025)
Assisted Physical Interaction: Autonomous Aerial Robots with Neural Network Detection, Navigation, and Safety Layers
par: Berra, Andrea, et autres
Publié: (2024)
par: Berra, Andrea, et autres
Publié: (2024)
Hybrid Event-Frame Neural Spike Detector for Neuromorphic Implantable BMI
par: Mohan, Vivek, et autres
Publié: (2024)
par: Mohan, Vivek, et autres
Publié: (2024)
Fully Spiking Neural Networks for Unified Frame-Event Object Tracking
par: Yang, Jingjun, et autres
Publié: (2025)
par: Yang, Jingjun, et autres
Publié: (2025)
Event-based Neural Spike Detection Using Spiking Neural Networks for Neuromorphic iBMI Systems
par: Hwang, Chanwook, et autres
Publié: (2025)
par: Hwang, Chanwook, et autres
Publié: (2025)
Spiking-DD: Neuromorphic Event Camera based Driver Distraction Detection with Spiking Neural Network
par: Shariff, Waseem, et autres
Publié: (2024)
par: Shariff, Waseem, et autres
Publié: (2024)
Significance of Mitochondrial Dynamics in Reproductive Physiology: Current and Emerging Horizons in Mitochondrial Therapy for Assisted Reproductive Technologies
par: Sanath Udayanga Kankanam Gamage, et autres
Publié: (2025)
par: Sanath Udayanga Kankanam Gamage, et autres
Publié: (2025)
Towards Efficient Deployment of Hybrid SNNs on Neuromorphic and Edge AI Hardware
par: Seekings, James, et autres
Publié: (2024)
par: Seekings, James, et autres
Publié: (2024)
Hardware-Software Co-Design for Event-Driven SNN Deployment on Low-Cost Neuromorphic FPGAs
par: Lee, Jiwoon, et autres
Publié: (2026)
par: Lee, Jiwoon, et autres
Publié: (2026)
Energy-Efficient Neuromorphic Computing for Edge AI: A Framework with Adaptive Spiking Neural Networks and Hardware-Aware Optimization
par: Imanov, Olaf Yunus Laitinen, et autres
Publié: (2026)
par: Imanov, Olaf Yunus Laitinen, et autres
Publié: (2026)
Real-Time Sound Event Localization and Detection: Deployment Challenges on Edge Devices
par: Yeow, Jun Wei, et autres
Publié: (2024)
par: Yeow, Jun Wei, et autres
Publié: (2024)
Neuromorphic Deployment of Spiking Neural Networks for Cognitive Load Classification in Air Traffic Control
par: An, Jiahui, et autres
Publié: (2025)
par: An, Jiahui, et autres
Publié: (2025)
Real Time Scheduling Framework for Multi Object Detection via Spiking Neural Networks
par: Kang, Donghwa, et autres
Publié: (2025)
par: Kang, Donghwa, et autres
Publié: (2025)
Detection of Fast-Moving Objects with Neuromorphic Hardware
par: Ziegler, Andreas, et autres
Publié: (2024)
par: Ziegler, Andreas, et autres
Publié: (2024)
HiAER-Spike: Hardware-Software Co-Design for Large-Scale Reconfigurable Event-Driven Neuromorphic Computing
par: Frank, Gwenevere, et autres
Publié: (2025)
par: Frank, Gwenevere, et autres
Publié: (2025)
Shrinking Your TimeStep: Towards Low-Latency Neuromorphic Object Recognition with Spiking Neural Network
par: Ding, Yongqi, et autres
Publié: (2024)
par: Ding, Yongqi, et autres
Publié: (2024)
The Backpropagation Algorithm Implemented on Spiking Neuromorphic Hardware
par: Renner, Alpha, et autres
Publié: (2021)
par: Renner, Alpha, et autres
Publié: (2021)
Real-Time Sensing of Inaccessible Physical Fields via an Edge-Deployable Hardware-Portable Graph Neural Operator
par: Howes, William, et autres
Publié: (2026)
par: Howes, William, et autres
Publié: (2026)
Full Feature Spiking Neural Network Simulation on Micro-Controllers for Neuromorphic Applications at the Edge
par: Niedermeier, L., et autres
Publié: (2026)
par: Niedermeier, L., et autres
Publié: (2026)
HiAER-Spike Software-Hardware Reconfigurable Platform for Event-Driven Neuromorphic Computing at Scale
par: Frank, Gwenevere, et autres
Publié: (2026)
par: Frank, Gwenevere, et autres
Publié: (2026)
Implementing early childhood care and education policies for marginalized children: The challenge of conflicting interests among diverse governing bodies and local actors in Sri Lanka
par: Samitha Udayanga
Publié: (2024)
par: Samitha Udayanga
Publié: (2024)
$SpikePack$: Enhanced Information Flow in Spiking Neural Networks with High Hardware Compatibility
par: Shen, Guobin, et autres
Publié: (2025)
par: Shen, Guobin, et autres
Publié: (2025)
Embracing Events and Frames with Hierarchical Feature Refinement Network for Object Detection
par: Cao, Hu, et autres
Publié: (2024)
par: Cao, Hu, et autres
Publié: (2024)
Sorbet: A Neuromorphic Hardware-Compatible Transformer-Based Spiking Language Model
par: Tang, Kaiwen, et autres
Publié: (2024)
par: Tang, Kaiwen, et autres
Publié: (2024)
A Neuromorphic Vision and Feedback Sensor Fusion Based on Spiking Neural Networks for Real‐Time Robot Adaption
par: Pablo López‐Osorio, et autres
Publié: (2024)
par: Pablo López‐Osorio, et autres
Publié: (2024)
Fully Hardware‐Implemented Neuromorphic Visual System Based on a Single‐Layer Memristive Spiking Neural Network
par: Juan Wen, et autres
Publié: (2026)
par: Juan Wen, et autres
Publié: (2026)
AyE-Edge: Automated Deployment Space Search Empowering Accuracy yet Efficient Real-Time Object Detection on the Edge
par: Wu, Chao, et autres
Publié: (2024)
par: Wu, Chao, et autres
Publié: (2024)
Efficient Deployment of Spiking Neural Networks on SpiNNaker2 for DVS Gesture Recognition Using Neuromorphic Intermediate Representation
par: Arfa, Sirine, et autres
Publié: (2025)
par: Arfa, Sirine, et autres
Publié: (2025)
Accurate Mapping of RNNs on Neuromorphic Hardware with Adaptive Spiking Neurons
par: Boeshertz, Gauthier, et autres
Publié: (2024)
par: Boeshertz, Gauthier, et autres
Publié: (2024)
Neuromorphic Spiking Neural Network Based Classification of COVID-19 Spike Sequences
par: Murad, Taslim, et autres
Publié: (2024)
par: Murad, Taslim, et autres
Publié: (2024)
Bridging Quantized Artificial Neural Networks and Neuromorphic Hardware
par: Chen, Zhenhui, et autres
Publié: (2025)
par: Chen, Zhenhui, et autres
Publié: (2025)
Event-driven Robust Fitting on Neuromorphic Hardware
par: Nguyen, Tam Ngoc-Bang, et autres
Publié: (2025)
par: Nguyen, Tam Ngoc-Bang, et autres
Publié: (2025)
Sparsity-Aware Hardware-Software Co-Design of Spiking Neural Networks: An Overview
par: Aliyev, Ilkin, et autres
Publié: (2024)
par: Aliyev, Ilkin, et autres
Publié: (2024)
Neuromorphic Graph Anomaly Detection via Adaptive STDP and Spiking Graph Neural Networks
par: Fofanah, Abdul Joseph, et autres
Publié: (2026)
par: Fofanah, Abdul Joseph, et autres
Publié: (2026)
Benchmarking Fairness in Spiking Neural Networks: Data Bias, Spurious Features, and Hardware Effects
par: He, Hudi, et autres
Publié: (2026)
par: He, Hudi, et autres
Publié: (2026)
SpikingRTNH: Spiking Neural Network for 4D Radar Object Detection
par: Paek, Dong-Hee, et autres
Publié: (2025)
par: Paek, Dong-Hee, et autres
Publié: (2025)
SSTFormer: Bridging Spiking Neural Network and Memory Support Transformer for Frame-Event based Recognition
par: Wang, Xiao, et autres
Publié: (2023)
par: Wang, Xiao, et autres
Publié: (2023)
Time Is All It Takes: Spike-Retiming Attacks on Event-Driven Spiking Neural Networks
par: Yu, Yi, et autres
Publié: (2026)
par: Yu, Yi, et autres
Publié: (2026)
Enabling Efficient Processing of Spiking Neural Networks with On-Chip Learning on Commodity Neuromorphic Processors for Edge AI Systems
par: Putra, Rachmad Vidya Wicaksana, et autres
Publié: (2025)
par: Putra, Rachmad Vidya Wicaksana, et autres
Publié: (2025)
Documents similaires
-
Event-based Civil Infrastructure Visual Defect Detection: ev-CIVIL Dataset and Benchmark
par: Gamage, Udayanga G. W. K. N., et autres
Publié: (2025) -
SpikeFit: Towards Optimal Deployment of Spiking Networks on Neuromorphic Hardware
par: Kartashov, Ivan, et autres
Publié: (2025) -
Assisted Physical Interaction: Autonomous Aerial Robots with Neural Network Detection, Navigation, and Safety Layers
par: Berra, Andrea, et autres
Publié: (2024) -
Hybrid Event-Frame Neural Spike Detector for Neuromorphic Implantable BMI
par: Mohan, Vivek, et autres
Publié: (2024) -
Fully Spiking Neural Networks for Unified Frame-Event Object Tracking
par: Yang, Jingjun, et autres
Publié: (2025)