Multi-Objective Surrogate-Model-Based Neural Architecture and Physical Design Co-Optimization of Energy Efficient Neural Network Hardware Accelerators

Author:

Wohrle Hendrik1ORCID,Schneider Felix2,Schlenke Fabian3,Lebold Denis3,De Lucas Alvarez Mariela4ORCID,Kirchner Frank1,Karagounis Michael2ORCID

Affiliation:

1. Robotics Innovation Center, German Research Center for Artificial Intelligence (DFKI), Bremen, Germany

2. Department of Electrical Engineering, Dortmund University of Applied Sciences and Arts, Dortmund, Germany

3. Department of Information Technology, Institute for Communication Technology, Dortmund University of Applied Sciences and Arts, Dortmund, Germany

4. AG Robotik, University of Bremen, Bremen, Germany

Funder

Federal Ministry of Education and Research (BMBF) Germany in the KI-Sprung POMAA Project

Ministry of Culture and Science of the State of North Rhine-Westphalia (MKW NRW) in the Learning Chips Laboratory Project

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering,Hardware and Architecture

Reference42 articles.

1. Image segmentation using deep learning: A survey;minaee;IEEE Trans Pattern Anal Mach Intell,2022

2. Deep learning in video multi-object tracking: A survey

3. Performance assessment of multiobjective optimizers: an analysis and review

4. Parallel grid pooling for data augmentation;takeki;arXiv 1803 11370,2018

5. Deep Learning for ECG Analysis: Benchmarks and Insights from PTB-XL

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