Benini, Luca

27 publications

NeurIPS 2025 CamSAM2: Segment Anything Accurately in Camouflaged Videos Yuli Zhou, Yawei Li, Yuqian Fu, Luca Benini, Ender Konukoglu, Guolei Sun

ICCV 2025 FastVAR: Linear Visual Autoregressive Modeling via Cached Token Pruning Hang Guo, Yawei Li, Taolin Zhang, Jiangshan Wang, Tao Dai, Shu-Tao Xia, Luca Benini

ICML 2025 IntLoRA: Integral Low-Rank Adaptation of Quantized Diffusion Models Hang Guo, Yawei Li, Tao Dai, Shu-Tao Xia, Luca Benini

NeurIPS 2025 LUNA: Efficient and Topology-Agnostic Foundation Model for EEG Signal Analysis Berkay Döner, Thorir Mar Ingolfsson, Luca Benini, Yawei Li

NeurIPS 2025 PhysioWave: A Multi-Scale Wavelet-Transformer for Physiological Signal Representation Yanlong Chen, Mattia Orlandi, Pierangelo Maria Rapa, Simone Benatti, Luca Benini, Yawei Li

CoRL 2025 RobotxR1: Enabling Embodied Robotic Intelligence on Large Language Models Through Closed-Loop Reinforcement Learning Liam Boyle, Nicolas Baumann, Paviththiren Sivasothilingam, Michele Magno, Luca Benini

CVPR 2025 Semantic and Sequential Alignment for Referring Video Object Segmentation Feiyu Pan, Hao Fang, Fangkai Li, Yanyu Xu, Yawei Li, Luca Benini, Xiankai Lu

ICML 2025 SliM-LLM: Salience-Driven Mixed-Precision Quantization for Large Language Models Wei Huang, Haotong Qin, Yangdong Liu, Yawei Li, Qinshuo Liu, Xianglong Liu, Luca Benini, Michele Magno, Shiming Zhang, Xiaojuan Qi

NeurIPSW 2024 How Many Does It Take to Prune a Network: Comparing One-Shot vs. Iterative Pruning Regimes Tomasz Wojnar, Mikołaj Janusz, Luca Benini, Yawei Li, Kamil Adamczewski

CVPRW 2024 Multi-Resolution Rescored ByteTrack for Video Object Detection on Ultra-Low-Power Embedded Systems Luca Bompani, Manuele Rusci, Daniele Palossi, Francesco Conti, Luca Benini

CVPRW 2024 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

ECCVW 2024 Ultra-Efficient On-Device Object Detection on AI-Integrated Smart Glasses with TinyissimoYOLO Julian Moosmann, Pietro Bonazzi, Yawei Li, Sizhen Bian, Philipp Mayer, Luca Benini, Michele Magno

NeurIPS 2023 MIMONets: Multiple-Input-Multiple-Output Neural Networks Exploiting Computation in Superposition Nicolas Menet, Michael Hersche, Geethan Karunaratne, Luca Benini, Abu Sebastian, Abbas Rahimi

CVPRW 2023 Neuromorphic Optical Flow and Real-Time Implementation with Event Cameras Yannick Schnider, Stanislaw Wozniak, Mathias Gehrig, Jules Lecomte, Axel von Arnim, Luca Benini, Davide Scaramuzza, Angeliki Pantazi

CVPR 2022 Constrained Few-Shot Class-Incremental Learning Michael Hersche, Geethan Karunaratne, Giovanni Cherubini, Luca Benini, Abu Sebastian, Abbas Rahimi

NeurIPSW 2022 Physically-Constrained Adversarial Attacks on Brain-Machine Interfaces Xiaying Wang, Rodolfo Octavio Siller Quintanilla, Michael Hersche, Luca Benini, Gagandeep Singh

CVPR 2022 Training Quantised Neural Networks with STE Variants: The Additive Noise Annealing Algorithm Matteo Spallanzani, Gian Paolo Leonardi, Luca Benini

AAAI 2019 Anomaly Detection Using Autoencoders in High Performance Computing Systems Andrea Borghesi, Andrea Bartolini, Michele Lombardi, Michela Milano, Luca Benini

NeurIPS 2019 Constrained Deep Neural Network Architecture Search for IoT Devices Accounting for Hardware Calibration Florian Scheidegger, Luca Benini, Costas Bekas, A. Cristiano I. Malossi

NeurIPS 2017 Soft-to-Hard Vector Quantization for End-to-End Learning Compressible Representations Eirikur Agustsson, Fabian Mentzer, Michael Tschannen, Lukas Cavigelli, Radu Timofte, Luca Benini, Luc V. Gool

ECCV 2016 Context Change Detection for an Ultra-Low Power Low-Resolution Ego-Vision Imager Francesco Paci, Lorenzo Baraldi, Giuseppe Serra, Rita Cucchiara, Luca Benini

ECCVW 2016 Context Change Detection for an Ultra-Low Power Low-Resolution Ego-Vision Imager Francesco Paci, Lorenzo Baraldi, Giuseppe Serra, Rita Cucchiara, Luca Benini

CVPRW 2014 Brain-Inspired Classroom Occupancy Monitoring on a Low-Power Mobile Platform Francesco Conti, Antonio Pullini, Luca Benini

CVPRW 2014 Gesture Recognition in Ego-Centric Videos Using Dense Trajectories and Hand Segmentation Lorenzo Baraldi, Francesco Paci, Giuseppe Serra, Luca Benini, Rita Cucchiara

CVPRW 2013 GPU-SHOT: Parallel Optimization for Real-Time 3D Local Description Daniele Palossi, Federico Tombari, Samuele Salti, Martino Ruggiero, Luigi Di Stefano, Luca Benini

AAAI 2012 Optimization and Controlled Systems: A Case Study on Thermal Aware Workload Dispatching Andrea Bartolini, Michele Lombardi, Michela Milano, Luca Benini

IJCAI 2005 Allocation and Scheduling for MPSoCs via Decomposition and No-Good Generation Luca Benini, Davide Bertozzi, Alessio Guerri, Michela Milano