A Quantized CNN-Based Microfluidic Lensless-Sensing Mobile Blood-Acquisition and Analysis System

A Quantized CNN-Based Microfluidic Lensless-Sensing Mobile Blood-Acquisition and Analysis System

This paper proposes a microfluidic lensless-sensing mobile blood-acquisition and analysis system. For a better tradeoff between accuracy and hardware cost, an integer-only quantization algorithm is proposed. Compared with floating-point inference, the proposed quantization algorithm makes a tradeoff...

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Bibliographic Details
Main Authors: Yumin Liao, Ningmei Yu, Dian Tian, Shuaijun Li, Zhengpeng Li
Format: Article
Language:English
Published: MDPI AG 2019-11-01
Series:Sensors
Subjects:
lensless sensing
quantization scheme
cnn
microfluidic chip
blood analysis
Online Access:https://www.mdpi.com/1424-8220/19/23/5103

Internet

https://www.mdpi.com/1424-8220/19/23/5103

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