A Novel Deep Learning Model for Medical Image Segmentation with Convolutional Neural Network and Transformer

被引:0
|
作者
Zhuo Zhang
Hongbing Wu
Huan Zhao
Yicheng Shi
Jifang Wang
Hua Bai
Baoshan Sun
机构
[1] Tiangong University,Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, School of Electronic and Information Engineering
[2] Tiangong University,School of Computer Science and Technology
[3] Tianjin University,College of Management and Economics
关键词
Deep learning; Medical image segmentation; Transformer; UNet; Attention mechanism;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
页码:663 / 677
页数:14
相关论文
共 50 条
  • [31] A parallelly contextual convolutional transformer for medical image segmentation
    Feng, Yuncong
    Su, Jianyu
    Zheng, Jian
    Zheng, Yupeng
    Zhang, Xiaoli
    [J]. BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2024, 98
  • [32] Automatic image segmentation model for indirect land use change with deep convolutional neural network
    Vatresia, Arie
    Utama, Ferzha
    Sugianto, Nanang
    Widyastiti, Astri
    Rais, Rendra
    Ismanto, Rido
    [J]. SPATIAL INFORMATION RESEARCH, 2024, 32 (03) : 327 - 337
  • [33] A GENERIC ENSEMBLE BASED DEEP CONVOLUTIONAL NEURAL NETWORK FOR SEMI-SUPERVISED MEDICAL IMAGE SEGMENTATION
    Li, Ruizhe
    Auer, Dorothee
    Wagner, Christian
    Chen, Xin
    [J]. 2020 IEEE 17TH INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (ISBI 2020), 2020, : 1168 - 1172
  • [34] Segmentation of Medical Image Using Novel Dilated Ghost Deep Learning Model
    Zambrano-Vizuete, Marcelo
    Botto-Tobar, Miguel
    Huerta-Suarez, Carmen
    Paredes-Parada, Wladimir
    Patino Perez, Darwin
    Ahanger, Tariq Ahamed
    Gonzalez, Neilys
    [J]. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2022, 2022
  • [35] Image Denoising using Deep Learning: Convolutional Neural Network
    Ghose, Shreyasi
    Singh, Nishi
    Singh, Prabhishek
    [J]. PROCEEDINGS OF THE CONFLUENCE 2020: 10TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING, DATA SCIENCE & ENGINEERING, 2020, : 511 - 517
  • [36] A new deep spatial transformer convolutional neural network for image saliency detection
    Zhang, Xinsheng
    Gao, Teng
    Gao, Dongdong
    [J]. DESIGN AUTOMATION FOR EMBEDDED SYSTEMS, 2018, 22 (03) : 243 - 256
  • [37] Deep label fusion: A generalizable hybrid multi-atlas and deep convolutional neural network for medical image segmentation
    Xie, Long
    Wisse, Laura E. M.
    Wang, Jiancong
    Ravikumar, Sadhana
    Khandelwal, Pulkit
    Glenn, Trevor
    Luther, Anica
    Lim, Sydney
    Wolk, David A.
    Yushkevich, Paul A.
    [J]. MEDICAL IMAGE ANALYSIS, 2023, 83
  • [38] A new deep spatial transformer convolutional neural network for image saliency detection
    Xinsheng Zhang
    Teng Gao
    Dongdong Gao
    [J]. Design Automation for Embedded Systems, 2018, 22 : 243 - 256
  • [39] Pure large kernel convolutional neural network transformer for medical image registration
    Fang, Zhao
    Cao, Wenming
    [J]. INTELLIGENT DATA ANALYSIS, 2024, 28 (03) : 769 - 790
  • [40] Medical image enhancement algorithms using deep learning-based convolutional neural network
    Ghandour, C.
    El-Shafai, Walid
    El-Rabaie, S.
    [J]. JOURNAL OF OPTICS-INDIA, 2023, 52 (04): : 1931 - 1941