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From "mISSION: IMPOSSIBLE" to mission possible: Fully flexible intelligent contact lens for image classification with analog-to-information processing

  • Qin Li
  • , Zheyu Liu
  • , Fei Qiao*
  • , Xing Wu
  • , Chaolun Wang
  • , Qi Wei
  • , Huazhong Yang
  • *此作品的通讯作者
  • Tsinghua University
  • East China Normal University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

A prototype of fully flexible intelligent contact lens, which are shown in the impressive action movie series of "MISSION: IMPOSSIBLE", has become the Possible Mission in this work. Hereon, the system adopts analog-to-information processing method to build a specific Multi-Layer Perceptron network for image classification tasks with flexible devices and circuits, where the information is extracted from raw data of the sensing analog signal directly. Simulated with HSPICE of Level-62 TFT device model, for standard test image data set of MNIST, the classification accuracy of the presented flexible neural network circuit is up to 92.99%; meanwhile, the classification speed is as fast as 10k fps, and the energy consumption is low to only 15.16μJ. Additionally, for the imperfections of flexible devices of larger devices mismatch and process variations, the fault-tolerance of the system has been evaluated as well, which demonstrates the feasibility of the presented methods and lowers the barrier to integrated all kinds of FLEXIBLE Devices into a FULLY FLEXIBLE Systems with sensors, processing parts and even energy harvesting parts, etc., in the future wearable smart terminals.

源语言英语
主期刊名IEEE International Symposium on Circuits and Systems
主期刊副标题From Dreams to Innovation, ISCAS 2017 - Conference Proceedings
出版商Institute of Electrical and Electronics Engineers Inc.
ISBN(电子版)9781467368520
DOI
出版状态已出版 - 25 9月 2017
活动50th IEEE International Symposium on Circuits and Systems, ISCAS 2017 - Baltimore, 美国
期限: 28 5月 201731 5月 2017

出版系列

姓名Proceedings - IEEE International Symposium on Circuits and Systems
ISSN(印刷版)0271-4310

会议

会议50th IEEE International Symposium on Circuits and Systems, ISCAS 2017
国家/地区美国
Baltimore
时期28/05/1731/05/17

联合国可持续发展目标

此成果有助于实现下列可持续发展目标:

  1. 可持续发展目标 7 - 经济适用的清洁能源
    可持续发展目标 7 经济适用的清洁能源

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