Adaptive Few-Shot Learning PoC Ultrasound COVID-19 Diagnostic System

Michael Karnes,Shehan Perera,Srikar Adhikari,Alper Yilmaz

2021 IEEE Biomedical Circuits and Systems Conference (BioCAS)（2021）

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摘要

This paper presents a novel ultrasound imaging point-of-care (PoC) COVID-19 diagnostic system. The adaptive visual diagnostics utilize few-shot learning (FSL) to generate encoded disease state models that are stored and classified using a dictionary of knowns. The novel vocabulary based feature processing of the pipeline adapts the knowledge of a pretrained deep neural network to compress the ultr...

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关键词

COVID-19,Deep learning,Visualization,Adaptation models,Vocabulary,Ultrasonic imaging,Adaptive systems

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