Search Results for author: Dominik Marek Loroch

Found 2 papers, 2 papers with code

Sparsity in Deep Neural Networks - An Empirical Investigation with TensorQuant

1 code implementation27 Aug 2018 Dominik Marek Loroch, Franz-Josef Pfreundt, Norbert Wehn, Janis Keuper

Various approaches have been investigated to reduce the necessary resources, one of which is to leverage the sparsity occurring in deep neural networks due to the high levels of redundancy in the network parameters.

Autonomous Driving

TensorQuant - A Simulation Toolbox for Deep Neural Network Quantization

2 code implementations13 Oct 2017 Dominik Marek Loroch, Norbert Wehn, Franz-Josef Pfreundt, Janis Keuper

While most related publications validate the proposed approach on a single DNN topology, it appears to be evident, that the optimal choice of the quantization method and number of coding bits is topology dependent.

Quantization

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