| 2026 | PERCOM | Enabling Efficient Portrait Segmentation on Embedded Devices. | Riccardo Benevelli, Alberto Ancilotto, Lorenzo Vaquero, Elisa Ricci, Elisabetta Farella |
| 2025 | CVPR | PaSTe: Improving the Efficiency of Visual Anomaly Detection at the Edge. | Manuel Barusco, Francesco Borsatti, Davide Dalle Pezze, Francesco Paissan, Elisabetta Farella, Gian Antonio Susto |
| 2025 | ICCV | Contextual Convolutions for Scalable Forward-Only Learning on Tiny Devices. | Mehdi Abbassi, Alberto Ancilotto, Elisabetta Farella |
| 2025 | ICCV | EHWGesture - A Dataset for Multimodal Understanding of Clinical Gestures. | Gianluca Amprimo, Alberto Ancilotto, Alessandro Savino, Fabio Quazzolo, Claudia Ferraris, Gabriella Olmo, Elisabetta Farella, Stefano Di Carlo |
| 2025 | ICCV | Probabilistic Dynamic Quantization for Memory Constrained Devices. | Gabriele Santini, Francesco Paissan, Elisabetta Farella |
| 2025 | ICIAP | Efficient Attention on Microcontrollers via Linearized Transformer Blocks. | Alberto Ancilotto, Edoardo Castagnini, Elisabetta Farella |
| 2025 | PERCOM | Linear Transformers beat YOLO for Embedded Object Detection. | Alberto Ancilotto, Edoardo Castagnini, Elisabetta Farella |
| 2025 | PERCOM | Tiny Neural Networks for Tiny IoT Devices. | Alberto Ancilotto, Elisabetta Farella |
| 2024 | CVPR | Structured Sparse Back-propagation for Lightweight On-Device Continual Learning on Microcontroller Units. | Francesco Paissan, Davide Nadalini, Manuele Rusci, Alberto Ancilotto, Francesco Conti, Luca Benini, Elisabetta Farella |
| 2024 | DATE | XiNet-pose: Extremely Lightweight Pose Detection for Microcontrollers. | Alberto Ancilotto, Francesco Paissan, Elisabetta Farella |
| 2024 | ECCV | Latent Distillation for Continual Object Detection at the Edge. | Francesco Pasti, Marina Ceccon, Davide Dalle Pezze, Francesco Paissan, Elisabetta Farella, Gian Antonio Susto, Nicola Bellotto |
| 2024 | Interspeech | tinyCLAP: Distilling Constrastive Language-Audio Pretrained Models. | Francesco Paissan, Elisabetta Farella |
| 2024 | PERCOM | Painting the Starry Night using XiNets. | Alberto Ancilotto, Elisabetta Farella |
| 2024 | PERCOM | An empirical evaluation of tinyML architectures for Class-Incremental Continual Learning. | Matteo Tremonti, Davide Dalle Pezze, Francesco Paissan, Elisabetta Farella, Gian Antonio Susto |
| 2023 | ICCV | XiNet: Efficient Neural Networks for tinyML. | Alberto Ancilotto, Francesco Paissan, Elisabetta Farella |
| 2023 | PERCOM | PhiNet-GAN: Bringing real-time face swapping to embedded devices. | Alberto Ancilotto, Francesco Paissan, Elisabetta Farella |
| 2022 | EWSN | Poster: Evaluating RFID for Automatic Checkout in Smart Retail. | Elia Leoni, Amy L. Murphy, Elisabetta Farella |
| 2022 | ICASSP | Scalable Neural Architectures for End-to-End Environmental Sound Classification. | Francesco Paissan, Alberto Ancilotto, Alessio Brutti, Elisabetta Farella |
| 2022 | PERCOM | On the Role of Smart Vision Sensors in Energy-Efficient Computer Vision at the Edge. | Alberto Ancilotto, Francesco Paissan, Elisabetta Farella |
| 2020 | ISLPED | Sound event detection with binary neural networks on tightly power-constrained IoT devices. | Gianmarco Cerutti, Renzo Andri, Lukas Cavigelli, Elisabetta Farella, Michele Magno, Luca Benini |
| 2020 | NordiCHI | Look at me and grab this! Materiality and the practices around negotiation of social attention with children on the autistic spectrum. | Justyna Wierbilowicz, Alessandro Cappelletti, Davide Giovanelli, Angela Pasqualotto, Arianna Bentenuto, Elisabetta Farella, Massimo Zancanaro |
| 2019 | CHI | A Walk on the Child Side: Investigating Parents' and Children's Experience and Perspective on Mobile Technology for Outdoor Child Independent Mobility. | Michela Ferron, Chiara Leonardi, Paolo Massa, Gianluca Schiavo, Amy L. Murphy, Elisabetta Farella |
| 2019 | ICASSP | Convolutional Neural Network on Embedded Platform for People Presence Detection in Low Resolution Thermal Images. | Gianmarco Cerutti, Rahul Prasad, Elisabetta Farella |
| 2019 | Interspeech | Neural Network Distillation on IoT Platforms for Sound Event Detection. | Gianmarco Cerutti, Rahul Prasad, Alessio Brutti, Elisabetta Farella |
| 2018 | IPIN | Bluetooth-Based Indoor Positioning Through ToF and RSSI Data Fusion. | Davide Giovanelli, Elisabetta Farella, Daniele Fontanelli, David Macii |
| 2017 | DATE | Design challenges for wearable EMG applications. | Bojan Milosevic, Simone Benatti, Elisabetta Farella |
| 2017 | IWCMC | Enhancing Bluetooth Low Energy with wake-up radios for IoT applications. | Davide Giovanelli, Bojan Milosevic, Davide Brunelli, Elisabetta Farella |
| 2016 | DATE | Quantifying the benefits of compressed sensing on a WBSN-based real-time biosignal monitor. | Daniele Bortolotti, Bojan Milosevic, Andrea Bartolini, Elisabetta Farella, Luca Benini |
| 2015 | DATE | Paper, pen and ink: an innovative system and software framework to assist writing rehabilitation. | Leonardo Guardati, Filippo Casamassima, Elisabetta Farella, Luca Benini |
| 2015 | EUC | Context Aware Power Management Enhanced by Radio Wake Up in Body Area Networks. | Filippo Casamassima, Michele Magno, Elisabetta Farella, Luca Benini |
| 2015 | Mobisys | Wearable Inertial Sensor for Jump Performance Analysis. | Bojan Milosevic, Elisabetta Farella |
| 2014 | DATE | Context aware power management for motion-sensing body area network nodes. | Filippo Casamassima, Elisabetta Farella, Luca Benini |
| 2014 | ISWC | Towards EMG control interface for smart garments. | Simone Benatti, Luca Benini, Elisabetta Farella |
| 2013 | BSN | Synchronization methods for Bluetooth based WBANs. | Filippo Casamassima, Elisabetta Farella, Luca Benini |
| 2013 | MSWIM | Efficient energy management and data recovery in sensor networks using latent variables based tensor factorization. | Bojan Milosevic, Jinseok Yang, Nakul Verma, Sameer S. Tilak, Piero Zappi, Elisabetta Farella, Luca Benini, Tajana Simunic Rosing |
| 2011 | SiggraphA | MOBIE: a Movie Brain Interactive Editor. | Marco Marchesi, Elisabetta Farella, Bruno Ricc, Antonella Guidazzoli |
| 2010 | EUC | Ambient Intelligence, Smart Objects and Sensor Networks: Practical Experiences. | Elisabetta Farella |
| 2008 | CHI | Evolving tuis with smart objects for multi-context interaction. | Stefano Baraldi, Luca Benini, Omar Cafini, Alberto Del Bimbo, Elisabetta Farella, Giulia Gelmini-Hornsby, Lea Landucci, Augusto Pieracci, Nicola Torpei |
| 2008 | EWSN | Activity Recognition from On-Body Sensors: Accuracy-Power Trade-Off by Dynamic Sensor Selection. | Piero Zappi, Clemens Lombriser, Thomas Stiefmeier, Elisabetta Farella, Daniel Roggen, Luca Benini, Gerhard Trster |
| 2008 | SIGGRAPH | A smart wireless glove for gesture interaction. | Elisabetta Farella, Omar Cafini, Luca Benini, Bruno Ricc |
| 2007 | AVSS | Enhancing the spatial resolution of presence detection in a PIR based wireless surveillance network. | Piero Zappi, Elisabetta Farella, Luca Benini |
| 2006 | DATE | 3dID: a low-power, low-cost hand motion capture device. | Michele Sama, Vincenzo Pacella, Elisabetta Farella, Luca Benini, Bruno Ricc |
| 2006 | ISCC | A Wireless Body Area Sensor Network for Posture Detection. | Elisabetta Farella, Augusto Pieracci, Luca Benini, Andrea Acquaviva |
| 2006 | PERCOM | Bio-feedback System for Rehabilitation Based on a Wireless Body Area Network. | Davide Brunelli, Elisabetta Farella, Laura Rocchi, Marco Dozza, Lorenzo Chiari, Luca Benini |