Inicio  /  Information  /  Vol: 12 Par: 12 (2021)  /  Artículo
ARTÍCULO
TITULO

Designing Automated Deployment Strategies of Face Recognition Solutions in Heterogeneous IoT Platforms

Unai Elordi    
Chiara Lunerti    
Luis Unzueta    
Jon Goenetxea    
Nerea Aranjuelo    
Alvaro Bertelsen and Ignacio Arganda-Carreras    

Resumen

In this paper, we tackle the problem of deploying face recognition (FR) solutions in heterogeneous Internet of Things (IoT) platforms. The main challenges are the optimal deployment of deep neural networks (DNNs) in the high variety of IoT devices (e.g., robots, tablets, smartphones, etc.), the secure management of biometric data while respecting the users? privacy, and the design of appropriate user interaction with facial verification mechanisms for all kinds of users. We analyze different approaches to solving all these challenges and propose a knowledge-driven methodology for the automated deployment of DNN-based FR solutions in IoT devices, with the secure management of biometric data, and real-time feedback for improved interaction. We provide some practical examples and experimental results with state-of-the-art DNNs for FR in Intel?s and NVIDIA?s hardware platforms as IoT devices.

 Artículos similares

       
 
Yingchun Tian and Delin Jing    
The emergence and development of systems of systems (SoSs) have expanded the complexity and adaptability of systems engineering. Due to the heterogeneity of its constituent systems, designing and analyzing an SoS faces enormous challenges. Therefore, the... ver más
Revista: Applied Sciences

 
Isabel Rio-Torto, Ana Teresa Campaniço, Pedro Pinho, Vitor Filipe and Luís F. Teixeira    
The still prevalent use of paper conformity lists in the automotive industry has a serious negative impact on the performance of quality control inspectors. We propose instead a hybrid quality inspection system, where we combine automated detection with ... ver más
Revista: Applied Sciences

 
Inigo Sanz-Pena, Shanika Arachchi, Dhammika Halwala-Vithanage, Sanjaya Mallikarachchi, Jeewantha Kirumbara-Liyanage, Alison McGregor, Pujitha Silva and Nicolas Newell    
The plaster-casting method to create a scoliosis brace consists of mould generation and rectification to obtain the desired orthosis geometry. Alternative methods entail the use of 3D scanning and CAD/CAM. However, both manual and digital design entirely... ver más
Revista: Applied Sciences

 
Antonino Cirello, Tommaso Ingrassia, Antonio Mancuso, Vincenzo Nigrelli and Davide Tumino    
The process of designing a sail can be a challenging task because of the difficulties in predicting the real aerodynamic performance. This is especially true in the case of downwind sails, where the evaluation of the real shapes and aerodynamic forces ca... ver más

 
Khalil Aloui, Amir Guizani, Moncef Hammadi, Thierry Soriano and Mohamed Haddar    
In recent years, collaborative robots have become one of the main drivers of Industry 4.0. Compared to industrial robots, automated guided vehicles (AGVs) are more productive, flexible, versatile, and safer. They are used in the smart factory to transpor... ver más
Revista: Applied Sciences