Generalizability of Convolutional Neural Network and Vision Transformer-Based OCT Segmentation Models

被引:0
|
作者
Pely, Adam [1 ]
Wu, Zhichao [2 ,3 ]
Leng, Theodore [4 ]
Gao, Simon S. [1 ]
Chen, Hao [1 ]
Hejrati, Mohsen [1 ]
Zhang, Miao [1 ]
机构
[1] Genentech Inc, South San Francisco, CA USA
[2] Ctr Eye Res Australia Ltd, East Melbourne, Victoria, Australia
[3] Univ Melbourne, Fac Med Dent & Hlth Sci, Surg, Melbourne, Vic, Australia
[4] Stanford Univ, Sch Med, Stanford, CA USA
关键词
D O I
暂无
中图分类号
R77 [眼科学];
学科分类号
100212 ;
摘要
引用
收藏
页数:3
相关论文
共 50 条
  • [31] Intracranial hematoma segmentation on head CT based on multiscale convolutional neural network and transformer
    Li, Guangyu
    Gao, Kai
    Liu, Changlong
    Li, Shanze
    IET IMAGE PROCESSING, 2024, : 3480 - 3495
  • [32] A transformer-based generative adversarial network for brain tumor segmentation
    Huang, Liqun
    Zhu, Enjun
    Chen, Long
    Wang, Zhaoyang
    Chai, Senchun
    Zhang, Baihai
    FRONTIERS IN NEUROSCIENCE, 2022, 16
  • [33] Efficient knowledge distillation for hybrid models: A vision transformer-convolutional neural network to convolutional neural network approach for classifying remote sensing images
    Song, Huaxiang
    Yuan, Yuxuan
    Ouyang, Zhiwei
    Yang, Yu
    Xiang, Hui
    IET CYBER-SYSTEMS AND ROBOTICS, 2024, 6 (03)
  • [34] Ctnet: rethinking convolutional neural networks and vision transformer for medical image segmentation
    Zhang, Zhixin
    Jiang, Shuhao
    Pan, Xuhua
    SIGNAL IMAGE AND VIDEO PROCESSING, 2024, 18 (03) : 2265 - 2275
  • [35] Ctnet: rethinking convolutional neural networks and vision transformer for medical image segmentation
    Zhixin Zhang
    Shuhao Jiang
    Xuhua Pan
    Signal, Image and Video Processing, 2024, 18 : 2265 - 2275
  • [36] Segmentation of choroid neovascularization in OCT images based on convolutional neural network with differential amplification blocks
    Su, Jinzhu
    Chen, Xinjian
    Ma, Yuhui
    Zhu, Weifang
    Shi, Fei
    MEDICAL IMAGING 2020: IMAGE PROCESSING, 2021, 11313
  • [37] Hybrid convolutional transformer-based network model for finger vein identification
    Boudjellal, Sif Eddine
    Boukezzoula, Naceur-Eddine
    Boudjelal, Abdelwahhab
    JOURNAL OF ELECTRONIC IMAGING, 2023, 32 (05)
  • [38] Vision transformer meets convolutional neural network for plant disease classification
    Thakur, Poornima Singh
    Chaturvedi, Shubhangi
    Khanna, Pritee
    Sheorey, Tanuja
    Ojha, Aparajita
    ECOLOGICAL INFORMATICS, 2023, 77
  • [39] Convolutional Neural Network or Vision Transformer? Benchmarking Various Machine Learning Models for Distracted Driver Detection
    Koay, Hong Vin
    Chuah, Joon Huang
    Chow, Chee-Onn
    2021 IEEE REGION 10 CONFERENCE (TENCON 2021), 2021, : 417 - 422
  • [40] CTRANSNET: CONVOLUTIONAL NEURAL NETWORK COMBINED WITH TRANSFORMER FOR MEDICAL IMAGE SEGMENTATION
    Zhang, Zhixin
    Jiang, Shuhao
    Pan, Xuhua
    COMPUTING AND INFORMATICS, 2023, 42 (02) : 392 - 410