Search Results for author: Juergen Teich

Found 1 papers, 0 papers with code

Utilizing Explainable AI for Quantization and Pruning of Deep Neural Networks

no code implementations20 Aug 2020 Muhammad Sabih, Frank Hannig, Juergen Teich

We use these methods for (1) pruning of DNNs; this includes structured and unstructured pruning of \ac{CNN} filters pruning as well as pruning weights of fully connected layers, (2) non-uniform quantization of DNN weights using clustering algorithm; this is also referred to as Weight Sharing, and (3) integer-based mixed-precision quantization; this is where each layer of a DNN may use a different number of integer bits.

Image Classification Quantization

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