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Full-Text Articles in Physical Sciences and Mathematics
Dynamic Resource Management Of Fog-Cloud Computing For Iot Support, Mariia Surmenok
Dynamic Resource Management Of Fog-Cloud Computing For Iot Support, Mariia Surmenok
Master's Projects
The internet of things (IoT) is an integrated part of contemporary life. It includes wearable devices, such as smart watches and cell phones, as well as sensors for Smart City. Fog computing can improve the efficiency and battery life of IoT devices by offloading tasks to fog cloud. It is important to have fog clusters near the IoT device for faster data offload. The goal of this project is to develop dynamic resource allocation for on-demand fog computing cluster to efficiently deploy tasks from IoT. This report studies the different research papers about the current state of resource management in …
Privacy Preserving For Multiple Computer Vision Tasks, Amala Varghese Wilson
Privacy Preserving For Multiple Computer Vision Tasks, Amala Varghese Wilson
Master's Projects
Privacy-preserving visual recognition is an important area of research that is gaining momentum in the field of computer vision. In a production environment, it is critical to have neural network models learn continually from user data. However, sharing raw user data with a server is less desirable from a regulatory, security and privacy perspective. Federated learning addresses the problem of privacy- preserving visual recognition. More specifically, we closely examine and dissect a framework known as Dual User Adaptation (DUA) presented by Lange et al. at CVPR 2020, due to its novel idea of bringing about user-adaptation on both the server-side …