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Spiking neural networks fine-tuning for brain image segmentation

IntroductionThe field of machine learning has undergone a significant transformation with the progress of deep artificial neural networks (ANNs) and the growing accessibility of annotated data. ANNs usually require substantial power and memory usage to achieve optimal performance. Spiking neural net...

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Autori principali: Ye Yue, Marc Baltes, Nidal Abuhajar, Tao Sun, Avinash Karanth, Charles D. Smith, Trevor Bihl, Jundong Liu
Natura: Artigo
Lingua:Inglês
Pubblicazione: Frontiers Media S.A. 2023-11-01
Serie:Frontiers in Neuroscience
Soggetti:
spiking neural network (SNN)
ANN-SNN conversion
image segmentation
fine-tuning
U-Net
Accesso online:https://www.frontiersin.org/articles/10.3389/fnins.2023.1267639/full
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