A Cloud-Edge Collaboration Framework for Cognitive Service

• Published in: IEEE transactions on cloud computing Vol. 10; no. 3; pp. 1489 - 1499
• Main Authors: Ding, Chuntao, Zhou, Ao, Liu, Yunxin, Chang, Rong N., Hsu, Ching-Hsien, Wang, Shangguang
• Format: Journal Article
• Language: English
• Published: Piscataway IEEE 01.07.2022; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Accuracy; Applications programs; Artificial neural networks; Cloud computing; cloud-edge collaboration; Cognitive service; Collaboration; Computational modeling; Deep learning; Edge computing; Image edge detection; Machine learning; Mobile applications; Mobile computing; Mobile handsets; Neural networks; Performance enhancement; Response time; Servers; Training; Upgrading; User experience

Mobile applications can leverage high-quality deep learning models such as convolutional neural networks and deep neural networks to provide high-performance cognitive services. Prior work on deep learning models-based mobile applications in a cloud-edge computing environment focuses on performing l...