Essays about: "dithering activations"

Found 1 essay containing the words dithering activations.

1. 1. 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