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Resource Optimal Neural Networks for Safety-critical Real-time Systems
(2020-07-10)
Deep neural networks consume an excessive amount of hardware resources, making
them difficult to deploy to real-time systems. Previous work in the field of network
compression lack the explicit hardware feedback necessary ...
Deep Learning for Deep Water: Robust classification of ship wakes with expert in the loop
(2020-10-06)
This work examines the applicability of the deep learning models to pattern recognition
in acoustic ocean data. The features of the dataset include noise, data scarcity
and the lack of labeled samples. A deep learning ...