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Journal Articles
- 2023
[j3]Svetlana Minakova, Todor P. Stefanov:
Memory-Throughput Trade-off for CNN-Based Applications at the Edge. ACM Trans. Design Autom. Electr. Syst. 28(1): 2:1-2:26 (2023)- 2022
- [j2]Svetlana Minakova, Dolly Sapra
, Todor P. Stefanov, Andy D. Pimentel:
Scenario Based Run-Time Switching for Adaptive CNN-Based Applications at the Edge. ACM Trans. Embed. Comput. Syst. 21(2): 14:1-14:33 (2022) - 2021
- [j1]Paola Busia, Svetlana Minakova, Todor P. Stefanov, Luigi Raffo, Paolo Meloni:
ALOHA: A Unified Platform-Aware Evaluation Method for CNNs Execution on Heterogeneous Systems at the Edge. IEEE Access 9: 133289-133308 (2021)
Conference and Workshop Papers
- 2021
- [c6]Erqian Tang, Svetlana Minakova, Todor P. Stefanov:
Energy-Efficient and High-Throughput CNN Inference on Embedded CPUs-GPUs MPSoCs. SAMOS 2021: 127-143 - 2020
- [c5]Svetlana Minakova, Todor P. Stefanov:
Buffer Sizes Reduction for Memory-efficient CNN Inference on Mobile and Embedded Devices. DSD 2020: 133-140 - [c4]Svetlana Minakova, Erqian Tang, Todor P. Stefanov:
Combining Task- and Data-Level Parallelism for High-Throughput CNN Inference on Embedded CPUs-GPUs MPSoCs. SAMOS 2020: 18-35 - 2019
- [c3]Paolo Meloni, Daniela Loi, Paola Busia, Gianfranco Deriu, Andy D. Pimentel, Dolly Sapra, Todor P. Stefanov, Svetlana Minakova, Francesco Conti, Luca Benini, Maura Pintor, Battista Biggio, Bernhard Moser, Natalia Shepeleva, Nikos Fragoulis, Ilias Theodorakopoulos, Michael Masin, Francesca Palumbo:
Optimization and deployment of CNNs at the edge: the ALOHA experience. CF 2019: 326-332 - 2018
- [c2]Paolo Meloni, Daniela Loi, Gianfranco Deriu, Andy D. Pimentel, Dolly Sapra, Bernhard Moser, Natalia Shepeleva, Francesco Conti, Luca Benini, Oscar Ripolles, David Solans, Maura Pintor, Battista Biggio, Todor P. Stefanov, Svetlana Minakova, Nikolaos Fragoulis, Ilias Theodorakopoulos, Michael Masin, Francesca Palumbo:
ALOHA: an architectural-aware framework for deep learning at the edge. INTESA@ESWEEK 2018: 19-26 - [c1]Paolo Meloni, Daniela Loi, Gianfranco Deriu, Andy D. Pimentel, Dolly Sapra, Maura Pintor, Battista Biggio, Oscar Ripolles, David Solans, Francesco Conti, Luca Benini, Todor P. Stefanov, Svetlana Minakova, Bernhard Moser, Natalia Shepeleva, Michael Masin, Francesca Palumbo, Nikos Fragoulis, Ilias Theodorakopoulos:
Architecture-aware design and implementation of CNN algorithms for embedded inference: the ALOHA project. ICM 2018: 52-55
Coauthor Index
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