Gianfranco Deriu

University of Cagliari — Italy

Computer Science · Physical Sciences

7h-index134citations16works0.02yr avg
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Research Topics

Advanced Neural Network Applications(8), Adversarial Robustness in Machine Learning(5), Parallel Computing and Optimization Techniques(4), Embedded Systems Design Techniques(4), CCD and CMOS Imaging Sensors(4)

Publications16 total

An Automated Design Flow for Adaptive Neural Network Hardware Accelerators
Journal of Signal Processing Systems·2023· 4 citedOpen Access
Target-Aware Neural Architecture Search and Deployment for Keyword Spotting
IEEE Access·2022· 5 citedOpen Access
Task-Specific Automation in Deep Learning Processes
Communications in computer and information science·2021· 1 cited
Task-Specific Automation in Deep Learning Processes.
2021
Optimizing Temporal Convolutional Network Inference on FPGA-Based Accelerators
IEEE Journal on Emerging and Selected Topics in Circuits and Systems·2020· 3 citedOpen Access
Optimizing Temporal Convolutional Network inference on FPGA-based\n accelerators
arXiv (Cornell University)·2020· 1 citedOpen Access
Optimizing Temporal Convolutional Network Inference on FPGA-Based Accelerators
Archivio istituzionale della ricerca (Alma Mater Studiorum Università di Bologna)·2020· 38 citedOpen Access
Exploring NEURAghe: A Customizable Template for APSoC-Based CNN Inference at the Edge
IEEE Embedded Systems Letters·2019· 8 citedOpen Access
CNN hardware acceleration on a low-power and low-cost APSoC
2019· 8 cited
Optimization and deployment of CNNs at the edge
2019· 12 citedOpen Access
Flexible acceleration of convolutions on FPGAs: Planning NEURAghe 2.0
2019· 1 cited
Flexible Acceleration of Convolutions on FPGAs: NEURAghe 2.0.
2019· 4 cited
Architecture-aware design and implementation of CNN algorithms for embedded inference: the ALOHA project
2018· 2 citedOpen Access
ALOHA
2018· 10 citedOpen Access
A high-efficiency runtime reconfigurable IP for CNN acceleration on a mid-range all-programmable SoC
2016· 24 cited
Curbing the roofline
2016· 13 cited

Frequent Co-authors

Paolo Meloni(16), Luca Benini(8), Luigi Raffo(7), Marco Carreras(6), Francesco Conti(6), Daniela Loi(5), Maura Pintor(5), Battista Biggio(5), Paola Busia(4), Francesca Palumbo(4), David Noguéro(4), Andy D. Pimentel(3), Todor Stefanov(3), Svetlana Minakova(3), Bernhard Moser(3), Natalia Shepeleva(3), Nikos Fragoulis(3), Ilias Theodorakopoulos(3), Michael Masin(3), Igor Loi(2)