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Applying Attention Mechanism and Deep Neural Network for Medical Object Segmentation and Classification in X-Ray Fluoroscopy Images

  • Yong Zhang
  • , Jun Yan
  • , Haitao Huang
  • , Christopher Yencha

Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

Abstract

We study how to apply attention mechanism and deep neural network for real-time segmentation and classification of balloon objects from X-ray fluoroscopy images during percutaneous balloon compression (PBC) surgical procedures. Fast and accurate identification of balloon shape and its relative location to the Meckel’s cave can be of significant benefit to the success of the PBC procedure. In this work, we combine the most successful region-based convolutional neural network pipeline with attention mechanism to address these challenges. © 2019, Springer Nature Singapore Pte Ltd.
Original languageEnglish
Title of host publicationHuman Brain and Artificial Intelligence - First International Workshop, HBAI 2019, held in Conjunction with IJCAI 2019
Subtitle of host publicationRevised Selected Papers
EditorsAn Zeng, Dan Pan, Tianyong Hao, Daoqiang Zhang, Yiyu Shi, Xiaowei Song
PublisherSpringer Singapore
Pages101-110
Number of pages10
ISBN (Electronic)9789811513985
ISBN (Print)9789811513978
DOIs
Publication statusPublished - 2019
Externally publishedYes
Event1st International Workshop on Human Brain and Artificial Intelligence (HBAI 2019), held in conjunction with the 28th International Joint Conference on Artificial Intelligence (IJCAI 2019) - Macao, China
Duration: 12 Aug 2019 → …

Publication series

NameCommunications in Computer and Information Science
Volume1072
ISSN (Print)1865-0929
ISSN (Electronic)1865-0937

Conference

Conference1st International Workshop on Human Brain and Artificial Intelligence (HBAI 2019), held in conjunction with the 28th International Joint Conference on Artificial Intelligence (IJCAI 2019)
Abbreviated titleIJCAI-HBAI 2019
PlaceChina
CityMacao
Period12/08/19 → …

Research Keywords

  • Attention mechanism
  • Convolutional neural network
  • Deep learning
  • Percutaneous balloon compression

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