2 papers
cs.LG2020
PoET-BiN: Power Efficient Tiny Binary Neurons
Sivakumar Chidambaram, J. M. Pierre Langlois, Jean Pierre David
The success of neural networks in image classification has inspired various hardware implementations on embedded platforms such as Field Programmable Gate Arrays, embedded processo…
eess.IV2019
U-Net Fixed-Point Quantization for Medical Image Segmentation
MohammadHossein AskariHemmat, Sina Honari, Lucas Rouhier +4
Model quantization is leveraged to reduce the memory consumption and the computation time of deep neural networks. This is achieved by representing weights and activations with a l…