research
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06/16/2023
Dynamic Decision Tree Ensembles for Energy-Efficient Inference on IoT Edge Nodes
With the increasing popularity of Internet of Things (IoT) devices, ther...
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04/12/2023
Efficient Deep Learning Models for Privacy-preserving People Counting on Low-resolution Infrared Arrays
Ultra-low-resolution Infrared (IR) array sensors offer a low-cost, energ...
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09/02/2022
Human Activity Recognition on Microcontrollers with Quantized and Adaptive Deep Neural Networks
Human Activity Recognition (HAR) based on inertial data is an increasing...
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05/27/2022
Adaptive Random Forests for Energy-Efficient Inference on Microcontrollers
Random Forests (RFs) are widely used Machine Learning models in low-powe...
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05/25/2022
Ultra-compact Binary Neural Networks for Human Activity Recognition on RISC-V Processors
Human Activity Recognition (HAR) is a relevant inference task in many mo...
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04/22/2022
Privacy-preserving Social Distance Monitoring on Microcontrollers with Low-Resolution Infrared Sensors and CNNs
Low-resolution infrared (IR) array sensors offer a low-cost, low-power, ...
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04/07/2022