Search Results - "Toupas, Petros"

An Intrusion Detection System for Multi-class Classification Based on Deep Neural Networks by Toupas, Petros, Chamou, Dimitra, Giannoutakis, Konstantinos M., Drosou, Anastasios, Tzovaras, Dimitrios

“…Intrusion Detection Systems (IDSs) are considered as one of the fundamental elements in the network security of an organisation since they form the first line…”
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SMOF: Streaming Modern CNNs on FPGAs with Smart Off-Chip Eviction by Toupas, Petros, Yu, Zhewen, Bouganis, Christos-Savvas, Tzovaras, Dimitrios

“…Convolutional Neural Networks (CNNs) have demonstrated their effectiveness in numerous vision tasks. However, their high processing requirements necessitate…”
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SMOF: Streaming Modern CNNs on FPGAs with Smart Off-Chip Eviction by Toupas, Petros, Yu, Zhewen, Bouganis, Christos-Savvas, Tzovaras, Dimitrios

“…Convolutional Neural Networks (CNNs) have demonstrated their effectiveness in numerous vision tasks. However, their high processing requirements necessitate…”
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From Detection to Action Recognition: An Edge-Based Pipeline for Robot Human Perception by Toupas, Petros, Tsamis, Georgios, Giakoumis, Dimitrios, Votis, Konstantinos, Tzovaras, Dimitrios

“…Mobile service robots are proving to be increasingly effective in a range of applications, such as healthcare, monitoring Activities of Daily Living (ADL), and…”
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From Detection to Action Recognition: An Edge-Based Pipeline for Robot Human Perception by Toupas, Petros, Tsamis, Georgios, Giakoumis, Dimitrios, Votis, Konstantinos, Tzovaras, Dimitrios

“…Mobile service robots are proving to be increasingly effective in a range of applications, such as healthcare, monitoring Activities of Daily Living (ADL), and…”
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SATAY: A Streaming Architecture Toolflow for Accelerating YOLO Models on FPGA Devices by Montgomerie-Corcoran, Alexander, Toupas, Petros, Yu, Zhewen, Bouganis, Christos-Savvas

“…AI has led to significant advancements in computer vision and image processing tasks, enabling a wide range of applications in real-life scenarios, from…”
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fpgaHART: A toolflow for throughput-oriented acceleration of 3D CNNs for HAR onto FPGAs by Toupas, Petros, Bouganis, Christos-Savvas, Tzovaras, Dimitrios

“…Surveillance systems, autonomous vehicles, human monitoring systems, and video retrieval are just few of the many applications in which 3D Convolutional Neural…”
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FMM-X3D: FPGA-based modeling and mapping of X3D for Human Action Recognition by Toupas, Petros, Bouganis, Christos-Savvas, Tzovaras, Dimitrios

“…3D Convolutional Neural Networks are gaining increasing attention from researchers and practitioners and have found applications in many domains, such as…”
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HARFLOW3D: A Latency-Oriented 3D-CNN Accelerator Toolflow for HAR on FPGA Devices by Toupas, Petros, Montgomerie-Corcoran, Alexander, Bouganis, Christos-Savvas, Tzovaras, Dimitrios

“…For Human Action Recognition tasks (HAR), 3D Convolutional Neural Networks have proven to be highly effective, achieving state-of-the-art results. This study…”
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FMM-X3D: FPGA-Based Modeling and Mapping of X3D for Human Action Recognition by Toupas, Petros, Bouganis, Christos-Savvas, Tzovaras, Dimitrios

“…3D Convolutional Neural Networks are gaining increasing attention from researchers and practitioners and have found applications in many domains, such as…”
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fpgaHART: A Toolflow for Throughput-Oriented Acceleration of 3D CNNs for HAR onto FPGAs by Toupas, Petros, Bouganis, Christos-Savvas, Tzovaras, Dimitrios

“…Surveillance systems, autonomous vehicles, human monitoring systems, and video retrieval are just few of the many applications in which 3D Convolutional Neural…”
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HARFLOW3D: A Latency-Oriented 3D-CNN Accelerator Toolflow for HAR on FPGA Devices by Toupas, Petros, Montgomerie-Corcoran, Alexander, Bouganis, Christos-Savvas, Tzovaras, Dimitrios

“…For Human Action Recognition tasks (HAR), 3D Convolutional Neural Networks have proven to be highly effective, achieving state-of-the-art results. This study…”
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Accelerating Physics Engine Components with Embedded FPGAs by Toupas, Petros, Brokalakis, Andreas, Papaefstathiou, Ioannis

“…In recent years there has been a steady increase in the use of physics engines, deployed in applications such as video games, scientific simulations, computer…”
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A Behaviour based Ransomware Detection using Neural Network Models by Ketzaki, Eleni, Toupas, Petros, Giannoutakis, Konstantinos M., Drosou, Anastasios, Tzovaras, Dimitrios

“…This study proposes a behaviour based methodology for ransomware detection. Ransomware is the type of malware that restricts access to files or blocks an…”
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Intrusion Detection System Based on Network Traffic Using Deep Neural Networks by Chamou, Dimitra, Toupas, Petros, Ketzaki, Eleni, Papadopoulos, Stavros, Giannoutakis, Konstantinos M., Drosou, Anastasios, Tzovaras, Dimitrios

“…Nowadays, the small-medium enterprises security against cyber-attacks is a matter of great importance and a challenging area, as it affects them financially…”
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