Recent Progress and Development of Hyperdimensional Computing (HDC) for Edge Intelligence
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Journal on Emerging and Selected Topics in Circuits and Systems"
DOI: 10.1109/jetcas.2023.3242767
Abstract: Brain-inspired Hyperdimensional Computing (HDC) is an emerging framework in low-energy designs for solving classification tasks at the edge. Unlike mainstream neural networks (NNs) with high computational complexity, HDC offers a fast training strategy and an… read more here.
Keywords: recent progress; hyperdimensional computing; hdc; progress development ... See more keywords
Hyperdimensional Computing Exploiting Carbon Nanotube FETs, Resistive RAM, and Their Monolithic 3D Integration
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Journal of Solid-State Circuits"
DOI: 10.1109/jssc.2018.2870560
Abstract: The field of machine learning is witnessing rapid advances along several fronts: new machine learning models, new machine learning algorithms utilizing these models, new hardware architectures for these algorithms, and new technologies for creating energy-efficient… read more here.
Keywords: hyperdimensional computing; integration; energy; carbon nanotube ... See more keywords
Fast SAR Image Recognition via Hyperdimensional Computing Using Monogenic Mapping
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Geoscience and Remote Sensing Letters"
DOI: 10.1109/lgrs.2022.3177632
Abstract: Due to the integration and miniaturization trend of low-cost radar, how to realize fast synthetic aperture radar (SAR) image recognition on devices with strictly limited computational resources has become a problem worthy of attention. In… read more here.
Keywords: hyperdimensional computing; hdc; sar image; image recognition ... See more keywords
OpenHD: A GPU-Powered Framework for Hyperdimensional Computing
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Computers"
DOI: 10.1109/tc.2022.3179226
Abstract: Hyperdimensional computing (HDC) has emerged as an alternative lightweight learning solution to deep neural networks. A key characteristic of HDC is the great extent of parallelism that can facilitate hardware acceleration. However, previous hardware implementations… read more here.
Keywords: powered framework; hyperdimensional computing; openhd; gpu powered ... See more keywords
A Primer on Hyperdimensional Computing for iEEG Seizure Detection
Sign Up to like & getrecommendations! Published in 2021 at "Frontiers in Neurology"
DOI: 10.3389/fneur.2021.701791
Abstract: A central challenge in today's care of epilepsy patients is that the disease dynamics are severely under-sampled in the currently typical setting with appointment-based clinical and electroencephalographic examinations. Implantable devices to monitor electrical brain signals… read more here.
Keywords: primer hyperdimensional; hyperdimensional computing; energy; computing ieeg ... See more keywords