Robust image classification system via cloud computing, aligned multimodal embeddings, centroids and neighbours

• Main Authors: KOH, Wei Lun, KOH, Boon Yong, DAI, Bing Tian
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Image classification; Cloud; AWS; Application; Crowd-sourced data; Databases and Information Systems; Graphics and Human Computer Interfaces; Numerical Analysis and Scientific Computing
• Online Access: https://ink.library.smu.edu.sg/sis_research/9619; https://ink.library.smu.edu.sg/context/sis_research/article/10619/viewcontent/1_s2.0_S2666827024000598_pvoa_cc_nc_nd.pdf
• Institution: Singapore Management University

We propose a framework for a cloud-based application of an image classification system that is highly accessible, maintains data confidentiality, and robust to incorrect training labels. The end-to-end system is implemented using Amazon Web Services (AWS), with a detailed guide provided for replicat...