Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference von Xie, Chen, Burrello, Alessio, Daghero, Francesco, Benini, Luca, Calimera, Andrea, Macii, Enrico, Poncino, Massimo, Jahier Pagliari, Daniele

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Human Activity Recognition on Microcontrollers with Quantized and Adaptive Deep Neural Networks von Daghero, Francesco, Burrello, Alessio, Xie, Chen, Castellano, Marco, Gandolfi, Luca, Calimera, Andrea, Macii, Enrico, Poncino, Massimo, Pagliari, Daniele Jahier

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Dynamic Decision Tree Ensembles for Energy-Efficient Inference on IoT Edge Nodes von Daghero, Francesco, Burrello, Alessio, Macii, Enrico, Montuschi, Paolo, Poncino, Massimo, Pagliari, Daniele Jahier

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Sequence-To-Sequence Neural Networks Inference on Embedded Processors Using Dynamic Beam Search von Jahier Pagliari, Daniele, Daghero, Francesco, Poncino, Massimo

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Efficient Deep Learning Models for Privacy-preserving People Counting on Low-resolution Infrared Arrays von Xie, Chen, Daghero, Francesco, Chen, Yukai, Castellano, Marco, Gandolfi, Luca, Calimera, Andrea, Macii, Enrico, Poncino, Massimo, Pagliari, Daniele Jahier

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Two-stage Human Activity Recognition on Microcontrollers with Decision Trees and CNNs von Daghero, Francesco, Pagliari, Daniele Jahier, Poncino, Massimo

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Accelerating Depthwise Separable Convolutions on Ultra-Low-Power Devices von Daghero, Francesco, Burrello, Alessio, Poncino, Massimo, Macii, Enrico, Pagliari, Daniele Jahier

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Optimized Deployment of Deep Neural Networks for Visual Pose Estimation on Nano-drones von Risso, Matteo, Daghero, Francesco, Motetti, Beatrice Alessandra, Pagliari, Daniele Jahier, Macii, Enrico, Poncino, Massimo, Burrello, Alessio

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Machine Learning-based feasibility estimation of digital blocks in BCD technology von Faraone, Gabriele, Daghero, Francesco, Serianni, Eugenio, Licastro, Dario, Di Carolo, Nicola, Grosso, Michelangelo, Franchino, Giovanna Antonella, Pagliari, Daniele Jahier

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Dynamic Decision Tree Ensembles for Energy-Efficient Inference on IoT Edge Nodes von Daghero, Francesco, Burrello, Alessio, Macii, Enrico, Montuschi, Paolo, Poncino, Massimo, Pagliari, Daniele Jahier

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HW-SW Optimization of DNNs for Privacy-preserving People Counting on Low-resolution Infrared Arrays von Risso, Matteo, Xie, Chen, Daghero, Francesco, Burrello, Alessio, Mollaei, Seyedmorteza, Castellano, Marco, Macii, Enrico, Poncino, Massimo, Pagliari, Daniele Jahier

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Efficient Deep Learning Models for Privacy-preserving People Counting on Low-resolution Infrared Arrays von Xie, Chen, Daghero, Francesco, Chen, Yukai, Castellano, Marco, Gandolfi, Luca, Calimera, Andrea, Macii, Enrico, Poncino, Massimo, Pagliari, Daniele Jahier

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MATCH: Model-Aware TVM-based Compilation for Heterogeneous Edge Devices von Hamdi, Mohamed Amine, Daghero, Francesco, Sarda, Giuseppe Maria, Van Delm, Josse, Symons, Arne, Benini, Luca, Verhelst, Marian, Pagliari, Daniele Jahier, Burrello, Alessio

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Energy-Efficient Adaptive Machine Learning on IoT End-Nodes With Class-Dependent Confidence von Daghero, Francesco, Burrello, Alessio, Pagliari, Daniele Jahier, Benini, Luca, Macii, Enrico, Poncino, Massimo

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Model-Driven Dataset Generation for Data-Driven Battery SOH Models von Khaled Sidahmed Sidahmed Alamin, Daghero, Francesco, Pollo, Giovanni, Pagliari, Daniele Jahier, Chen, Yukai, Macii, Enrico, Poncino, Massimo, Vinco, Sara

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Two-stage Human Activity Recognition on Microcontrollers with Decision Trees and CNNs von Daghero, Francesco, Pagliari, Daniele Jahier, Poncino, Massimo

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Human Activity Recognition on Microcontrollers with Quantized and Adaptive Deep Neural Networks von Daghero, Francesco, Burrello, Alessio, Xie, Chen, Castellano, Marco, Gandolfi, Luca, Calimera, Andrea, Macii, Enrico, Poncino, Massimo, Pagliari, Daniele Jahier

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Adaptive Random Forests for Energy-Efficient Inference on Microcontrollers von Daghero, Francesco, Burrello, Alessio, Xie, Chen, Benini, Luca, Calimera, Andrea, Macii, Enrico, Poncino, Massimo, Pagliari, Daniele Jahier

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Ultra-compact Binary Neural Networks for Human Activity Recognition on RISC-V Processors von Daghero, Francesco, Xie, Chen, Pagliari, Daniele Jahier, Burrello, Alessio, Castellano, Marco, Gandolfi, Luca, Calimera, Andrea, Macii, Enrico, Poncino, Massimo

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Privacy-preserving Social Distance Monitoring on Microcontrollers with Low-Resolution Infrared Sensors and CNNs von Xie, Chen, Daghero, Francesco, Chen, Yukai, Castellano, Marco, Gandolfi, Luca, Calimera, Andrea, Macii, Enrico, Poncino, Massimo, Pagliari, Daniele Jahier

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