Adaptive LIF-Based Output Neuron Design for Improved Accuracy in Integer-Only Digital Spiking Neural Networks
This work presents a fully digital, fixed-weight spiking neural network (SNN) architecture for deterministic image classification. The system achieves high-precision classification through a systematic four-stage optimization process: multi-feature temporal decoding, adaptive threshold tuning, neuro...
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| Principais autores: | , , |
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| Format: | Artigo |
| Sprog: | Inglês |
| Udgivet: |
IEEE
2026-01-01
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| Serier: | IEEE Access |
| Fag: | |
| Online adgang: | https://ieeexplore.ieee.org/document/11553236/ |
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