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Author:

Luo, Jie (Luo, Jie.) | Hong, Bei (Hong, Bei.) | Jiang, Yi (Jiang, Yi.) | Li, Linlin (Li, Linlin.) | Xie, Qiwei (Xie, Qiwei.) (Scholars:谢启伟) | Han, Hua (Han, Hua.)

Indexed by:

CPCI-S

Abstract:

Recent studies have shown that the synaptic plasticity induced by development and learning can promote the formation of multiple synapse. With the rapid development of electron microscopy (EM) technology, we can closely observe the multiple synapse structure with high resolution. Although the multiple synapse has been widely researched by recent researchers, the classification accuracy for the type of multiple synapse has not been documented. In this paper, we propose an effective automatic classification method for the type of multiple synapse. The main steps are summarized as three parts: synaptic cleft segmentation, vesicle band segmentation, multiple synapse classification. The experiments on four datasets demonstrate that the proposed method can reach an average accuracy about 97%.

Keyword:

Deep Learning Electron Microscopy Multiple synapse Classification

Author Community:

  • [ 1 ] [Luo, Jie]Hubei Univ, Fac Math & Stat, Wuhan 430062, Peoples R China
  • [ 2 ] [Hong, Bei]Chinese Acad Sci, Natl Lab Pattern Recongnit, Inst Automat, Beijing 100190, Peoples R China
  • [ 3 ] [Jiang, Yi]Chinese Acad Sci, Natl Lab Pattern Recongnit, Inst Automat, Beijing 100190, Peoples R China
  • [ 4 ] [Li, Linlin]Chinese Acad Sci, Natl Lab Pattern Recongnit, Inst Automat, Beijing 100190, Peoples R China
  • [ 5 ] [Xie, Qiwei]Chinese Acad Sci, Natl Lab Pattern Recongnit, Inst Automat, Beijing 100190, Peoples R China
  • [ 6 ] [Han, Hua]Chinese Acad Sci, Natl Lab Pattern Recongnit, Inst Automat, Beijing 100190, Peoples R China
  • [ 7 ] [Xie, Qiwei]Beijing Univ Technol, Data Min Lab, Beijing 100124, Peoples R China
  • [ 8 ] [Han, Hua]Chinese Acad Sci, Ctr Excellence Brain Sci & Intelligence Technol, Shanghai 200031, Peoples R China
  • [ 9 ] [Han, Hua]Univ Chinese Acad Sci, Sch Future Technol, Beijing 101408, Peoples R China

Reprint Author's Address:

  • [Han, Hua]Chinese Acad Sci, Natl Lab Pattern Recongnit, Inst Automat, Beijing 100190, Peoples R China;;[Han, Hua]Chinese Acad Sci, Ctr Excellence Brain Sci & Intelligence Technol, Shanghai 200031, Peoples R China;;[Han, Hua]Univ Chinese Acad Sci, Sch Future Technol, Beijing 101408, Peoples R China

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Source :

2019 41ST ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC)

ISSN: 1557-170X

Year: 2019

Page: 40-43

Language: English

Cited Count:

WoS CC Cited Count: 11

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 10

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