Novel arithmetics in deep neural networks signal processing for autonomous driving: Challenges and opportunities M Cococcioni, F Rossi, E Ruffaldi, S Saponara, BD de Dinechin IEEE Signal Processing Magazine 38 (1), 97-110, 2020 | 42 | 2020 |
Fast approximations of activation functions in deep neural networks when using posit arithmetic M Cococcioni, F Rossi, E Ruffaldi, S Saponara Sensors 20 (5), 1515, 2020 | 31 | 2020 |
A lightweight posit processing unit for RISC-V processors in deep neural network applications M Cococcioni, F Rossi, E Ruffaldi, S Saponara IEEE transactions on emerging topics in computing 10 (4), 1898-1908, 2021 | 29 | 2021 |
Fast deep neural networks for image processing using posits and ARM scalable vector extension M Cococcioni, F Rossi, E Ruffaldi, S Saponara Journal of Real-Time Image Processing 17 (3), 759-771, 2020 | 26 | 2020 |
A Fast Approximation of the Hyperbolic Tangent when Using Posit Numbers and its Application to Deep Neural Networks M Cococcioni, F Rossi, E Ruffaldi, S Saponara Applications in Electronics Pervading Industry, Environment and Society …, 2019 | 22 | 2019 |
A novel posit-based fast approximation of elu activation function for deep neural networks M Cococcioni, F Rossi, E Ruffaldi, S Saponara 2020 IEEE International Conference on Smart Computing (SMARTCOMP), 244-246, 2020 | 15 | 2020 |
Novel arithmetics to accelerate machine learning classifiers in autonomous driving applications M Cococcioni, F Rossi, E Ruffaldi, S Saponara 2019 26th IEEE International Conference on Electronics, Circuits and Systems …, 2019 | 14 | 2019 |
Vectorizing Posit Operations on RISC-V for faster Deep Neural Networks: Experiments and Comparison with ARM SVE M Cococcioni, F Rossi, E Ruffaldi, S Saponara Neural Computing and Applications, 2021 | 10 | 2021 |
Small reals representations for deep learning at the edge: A comparison M Cococcioni, F Rossi, E Ruffaldi, S Saponara Conference on Next Generation Arithmetic, 117-133, 2022 | 9 | 2022 |
Design and FPGA synthesis of BAN processing unit for non-archimedean number crunching F Rossi, L Fiaschi, M Cococcioni, S Saponara International Conference on Applications in Electronics Pervading Industry …, 2022 | 4 | 2022 |
Faster deep neural network image processing by using vectorized posit operations on a RISC-V processor M Cococcioni, F Rossi, E Ruffaldi, S Saponara Real-Time Image Processing and Deep Learning 2021 11736, 19-25, 2021 | 4 | 2021 |
Training Neural Networks in Cyber-Physical Systems using Design Space Exploration and Co-Simulation C Bernardeschi, M Cococcioni, M Palmieri, F Rossi 2023 International Conference on Electrical, Communication and Computer …, 2023 | 1 | 2023 |
Evaluation of AI and Video Computing Applications on Multiple Heterogeneous Architectures F Rossi, G Mugnaini, S Saponara, C Cavazzoni, A Sciarappa International Conference on Applications in Electronics Pervading Industry …, 2023 | 1 | 2023 |
Decoding-Free Two-Input Arithmetic for Low-Precision Real Numbers JL Gustafson, M Cococcioni, F Rossi, E Ruffaldi, S Saponara Conference on Next Generation Arithmetic, 61-76, 2023 | 1 | 2023 |
Dynamic power consumption of the full posit processing unit: Analysis and experiments M Piccoli, D Zoni, W Fornaciari, G Massari, M Cococcioni, F Rossi, ... 14th Workshop on Parallel Programming and Run-Time Management Techniques for …, 2023 | 1 | 2023 |
Edge HPC Architectures for AI-Based Video Surveillance Applications F Rossi, S Saponara Electronics 13 (9), 1757, 2024 | | 2024 |
Towards formal verification of neural networks in cyber-physical systems F Rossi, C Bernardeschi, M Cococcioni, M Palmieri 16th NASA Formal Methods Symposium, 2024 | | 2024 |
Speeding Up Non-archimedean Numerical Computations Using AVX-512 SIMD Instructions L Fiaschi, F Rossi, M Cococcioni, S Saponara International Conference on Applications in Electronics Pervading Industry …, 2023 | | 2023 |
Innovative arithmetics for efficient DNN computing: HW and SW solutions and their integration in RISC-V platforms F Rossi Università di Pisa, 2023 | | 2023 |
Experimental Results of Vectorized Posit-Based DNNs on a Real ARM SVE High Performance Computing Machine M Cococcioni, F Rossi, E Ruffaldi, S Saponara International Conference on Applications in Electronics Pervading Industry …, 2021 | | 2021 |