Essays about: "activation quantization"

Found 2 essays containing the words activation quantization.

1. 1. Time-Resolved Photoluminescence Studies of InGaP Nanowires for Improving the Internal Quantum Efficiency

   University essay from Lunds universitet/Fysiska institutionen; Lunds universitet/Fasta tillståndets fysik

   Author : Lert Chayanun; [2017]
   Keywords : Physics and Astronomy;

   Abstract : Semiconductor Nanowires are promising building blocks for advanced optoelectronic devices since their small diameter give rise to quantization effects. The small diameter also makes them susceptible to non-radiative recombination due to surface states. READ MORE

3. 2. Compact ConvNets with Ternary Weights and Binary Activations

   University essay from KTH/Robotik, perception och lärande, RPL

   Author : Ondrej Holesovsky; [2017]
   Keywords : convolutional neural networks; compact architectures; weight quantization; activation quantization; dithering activations;

   Abstract : Compact architectures, ternary weights and binary activations are two methods suitable for making neural networks more efficient. We introduce a) a dithering binary activation which improves accuracy of ternary weight networks with binary activations by randomizing quantization error, and b) a method of implementing ternary weight networks with binary activations using binary operations. READ MORE