106 citations · 360 across the 13 of their papers we have counts for
4 papers · 1 filter
From Detection to Action Recognition: An Edge-Based Pipeline for Robot Human Perception
Petros Toupas, Georgios Tsamis, Dimitrios Giakoumis +2
Mobile service robots are proving to be increasingly effective in a range of applications, such as healthcare, monitoring Activities of Daily Living (ADL), and facilitating Ambient…
fpgaHART: A toolflow for throughput-oriented acceleration of 3D CNNs for HAR onto FPGAs
Petros Toupas, Christos-Savvas Bouganis, Dimitrios Tzovaras
Surveillance systems, autonomous vehicles, human monitoring systems, and video retrieval are just few of the many applications in which 3D Convolutional Neural Networks are exploit…
FMM-X3D: FPGA-based modeling and mapping of X3D for Human Action Recognition
Petros Toupas, Christos-Savvas Bouganis, Dimitrios Tzovaras
3D Convolutional Neural Networks are gaining increasing attention from researchers and practitioners and have found applications in many domains, such as surveillance systems, auto…
HARFLOW3D: A Latency-Oriented 3D-CNN Accelerator Toolflow for HAR on FPGA Devices
Petros Toupas, Alexander Montgomerie-Corcoran, Christos-Savvas Bouganis +1
For Human Action Recognition tasks (HAR), 3D Convolutional Neural Networks have proven to be highly effective, achieving state-of-the-art results. This study introduces a novel str…