BiomedBench: A Benchmark Suite of TinyML Biomedical Applications for Low-Power Wearables

Editor’s notes: This article introduces BiomedBench, the first benchmark suite specifically designed for evaluating TinyML applied in the context of low-power wearable biomedical devices. BiomedBench represents a valuable step toward reproducible evaluation in wearable TinyML and will serve as a foundational benchmark suite for future research and development in this rapidly growing field. —Theocharis Theocharides, University of Cyprus, Cyprus —Marian Verhelst, KU Leuven, Belgium —Vijay Janapa Reddy, Harvard University, USA —Evgeni Gousev, Qualcomm, USA

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Publication Details

Journal
IEEE Design and Test
Published
2024-10-17
DOI
https://doi.org/10.1109/mdat.2024.3483034
Citations
4
Primary Topic
Green IT and Sustainability
Type
article
Field-Weighted Citation Impact
0.83

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BiomedBench: A Benchmark Suite of TinyML Biomedical Applications for Low-Power Wearables

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BiomedBench: A Benchmark Suite of TinyML Biomedical Applications for Low-Power Wearables

Denisa-Andreea Constantinescu, Pasquale Davide Schiavone, David Atienza, Miguel Peón-Quirós, Rubén Rodríguez Rodríguez, Dimitrios Samakovlis, Stefano Albini
article en
4 citations

Abstract

Editor’s notes: This article introduces BiomedBench, the first benchmark suite specifically designed for evaluating TinyML applied in the context of low-power wearable biomedical devices. BiomedBench represents a valuable step toward reproducible evaluation in wearable TinyML and will serve as a foundational benchmark suite for future research and development in this rapidly growing field. —Theocharis Theocharides, University of Cyprus, Cyprus —Marian Verhelst, KU Leuven, Belgium —Vijay Janapa Reddy, Harvard University, USA —Evgeni Gousev, Qualcomm, USA

IEEE Design and TestVol. 42(5)
École Polytechnique Fédérale de Lausanne (CH)
National Science Foundation
Affordable and clean energy
Openalex Percentile: Top 26%
Green IT and Sustainability
0.83
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