Svetlana Minakova

According to our database, Svetlana Minakova authored at least 9 papers between 2018 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2023

Memory-Throughput Trade-off for CNN-Based Applications at the Edge.

Svetlana Minakova, Todor P. Stefanov

ACM Trans. Design Autom. Electr. Syst., January, 2023

2022

Scenario Based Run-Time Switching for Adaptive CNN-Based Applications at the Edge.

Svetlana Minakova, Dolly Sapra, Todor P. Stefanov, Andy D. Pimentel

ACM Trans. Embed. Comput. Syst., 2022

2021

ALOHA: A Unified Platform-Aware Evaluation Method for CNNs Execution on Heterogeneous Systems at the Edge.

Paola Busia, Svetlana Minakova, Todor P. Stefanov, Luigi Raffo, Paolo Meloni

IEEE Access, 2021

Energy-Efficient and High-Throughput CNN Inference on Embedded CPUs-GPUs MPSoCs.

Erqian Tang, Svetlana Minakova, Todor P. Stefanov

Proceedings of the Embedded Computer Systems: Architectures, Modeling, and Simulation, 2021

2020

Combining Task- and Data-Level Parallelism for High-Throughput CNN Inference on Embedded CPUs-GPUs MPSoCs.

Svetlana Minakova, Erqian Tang, Todor P. Stefanov

Proceedings of the Embedded Computer Systems: Architectures, Modeling, and Simulation, 2020

Buffer Sizes Reduction for Memory-efficient CNN Inference on Mobile and Embedded Devices.

Svetlana Minakova, Todor P. Stefanov

Proceedings of the 23rd Euromicro Conference on Digital System Design, 2020

2019

Optimization and deployment of CNNs at the edge: the ALOHA experience.

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

Proceedings of the 16th ACM International Conference on Computing Frontiers, 2019

2018

Architecture-aware design and implementation of CNN algorithms for embedded inference: the ALOHA project.

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

Proceedings of the 30th International Conference on Microelectronics, 2018

ALOHA: an architectural-aware framework for deep learning at the edge.

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

Proceedings of the Workshop on INTelligent Embedded Systems Architectures and Applications, 2018