Obserwuj
Federico Rossi
Federico Rossi
Assistant Professor (RTD-A), Università di Pisa, Dipartimento di Ingegneria dell'Informazione
Zweryfikowany adres z ing.unipi.it - Strona główna
Tytuł
Cytowane przez
Cytowane przez
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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
412020
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
302020
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
252020
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
242021
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
222019
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
142020
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
142019
Vectorizing Posit Operations on RISC-V for faster Deep Neural Networks: Experiments and Comparison with ARM SVE
SS M. Cococcioni, F. Rossi, E. Ruffaldi
Neural Computing and Applications, 2021
92021
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
82022
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
42022
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
42021
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
12023
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
12023
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
12023
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
cppPosit: a C++ template-based library implementing Posit arithmetic ready for machine learning applications
E Ruffaldi, F Rossi, M Cococcioni, S Saponara
Authorea Preprints, 2023
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
2023
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
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
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