RBNN: Memory-Efficient Reconfigurable Deep Binary Neural Network with IP Protection for Internet of Things. (arXiv:2105.03822v3 [cs.CR] UPDATED)

Though deep neural network models exhibit outstanding performance for various
applications, their large model size and extensive floating-point operations
render deployment on mobile computing platforms a major challenge, and, in
particular, on Internet of Things devices. One appealing solution is model
quantization that reduces the model size and uses integer operations commonly
supported by microcontrollers . To this end, a 1-bit quantized DNN model or
deep binary neural network maximizes the memory efficiency, where each
parameter in a BNN model …

binary internet internet of things ip memory network neural network protection things