Quantization Effects of Deep Neural Networks on a FPGA platform

Author:

Pohl Daniel1,Vogel-Heuser Dr.-Ing. Birgit2,Krüger Marius2,Echtler Markus1

Affiliation:

1. Platforms & Software Sensor-Technik Wiedemann GmbH,Kaufbeuren,Germany

2. Technical University of Munich,Institute of Automation and Information Systems,Garching near Munich,Germany

Publisher

IEEE

Reference40 articles.

1. Distilling the knowledge in a neural network;Hinton;eprint arXiv 10.48550/arXiv.1503.02531,2015

2. Operator fusion in XLA: analysis and evaluation;Snider;arXiv:2301.13062,2023

3. Lost in Pruning: The effects of pruning neural networks beyond test accuracy;Liebenwein;arXiv 2103.03014v1,2021

4. Structured Pruning of Deep Convolutional Neural Networks

5. Pruning vs Quantization: Which is Better?;Kuzmin;Qualcomm AI Research,2023

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