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Francesco Daghero

Lightweight Software Kernels and Hardware Extensions for Efficient Sparse Deep Neural Networks on Microcontrollers

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Mar 08, 2025
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MATCH: Model-Aware TVM-based Compilation for Heterogeneous Edge Devices

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Oct 11, 2024
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Machine Learning-based feasibility estimation of digital blocks in BCD technology

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Oct 10, 2024
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Accelerating Depthwise Separable Convolutions on Ultra-Low-Power Devices

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Jun 18, 2024
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Optimized Deployment of Deep Neural Networks for Visual Pose Estimation on Nano-drones

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Feb 23, 2024
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HW-SW Optimization of DNNs for Privacy-preserving People Counting on Low-resolution Infrared Arrays

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Feb 02, 2024
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Model-Driven Dataset Generation for Data-Driven Battery SOH Models

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Jan 10, 2024
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Dynamic Decision Tree Ensembles for Energy-Efficient Inference on IoT Edge Nodes

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Jun 16, 2023
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Efficient Deep Learning Models for Privacy-preserving People Counting on Low-resolution Infrared Arrays

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Apr 12, 2023
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Human Activity Recognition on Microcontrollers with Quantized and Adaptive Deep Neural Networks

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Sep 02, 2022
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