A systematic review of generalization research in medical image classification

被引:0
|
作者
Matta, Sarah [1 ,2 ]
Lamard, Mathieu [1 ,2 ]
Zhang, Philippe [1 ,2 ,3 ]
Le Guilcher, Alexandre [3 ]
Borderie, Laurent [3 ]
Cochener, Béatrice [1 ,2 ,4 ]
Quellec, Gwenolé [2 ]
机构
[1] Université de Bretagne Occidentale, Bretagne, Brest,29200, France
[2] Inserm, UMR 1101, Brest,F-29200, France
[3] Evolucare Technologies, Villers-Bretonneux,F-80800, France
[4] Service d'Ophtalmologie, CHRU Brest, Brest,F-29200, France
关键词
231;
D O I
10.1016/j.compbiomed.2024.109256
中图分类号
学科分类号
摘要
引用
收藏
相关论文
共 50 条
  • [1] Uncertainty Estimation in Medical Image Classification: Systematic Review
    Kurz, Alexander
    Hauser, Katja
    Mehrtens, Hendrik Alexander
    Krieghoff-Henning, Eva
    Hekler, Achim
    Kather, Jakob Nikolas
    Froehling, Stefan
    von Kalle, Christof
    Brinker, Titus Josef
    JMIR MEDICAL INFORMATICS, 2022, 10 (08)
  • [2] Domain Generalization for Medical Image Analysis: A Review
    Yoon, Jee Seok
    Oh, Kwanseok
    Shin, Yooseung
    Mazurowski, Maciej A.
    Suk, Heung-Il
    PROCEEDINGS OF THE IEEE, 2024, 112 (10) : 1583 - 1609
  • [3] Systematic Review of Generative Adversarial Networks (GANs) for Medical Image Classification and Segmentation
    Jiwoong J. Jeong
    Amara Tariq
    Tobiloba Adejumo
    Hari Trivedi
    Judy W. Gichoya
    Imon Banerjee
    Journal of Digital Imaging, 2022, 35 : 137 - 152
  • [4] Systematic Review of Generative Adversarial Networks (GANs) for Medical Image Classification and Segmentation
    Jeong, Jiwoong J.
    Tariq, Amara
    Adejumo, Tobiloba
    Trivedi, Hari
    Gichoya, Judy W.
    Banerjee, Imon
    JOURNAL OF DIGITAL IMAGING, 2022, 35 (02) : 137 - 152
  • [5] MEDICAL IMAGE MATCHING - A REVIEW WITH CLASSIFICATION
    VANDENELSEN, PA
    POL, EJD
    VIERGEVER, MA
    IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE, 1993, 12 (01): : 26 - 39
  • [6] Review of Medical Image Classification Techniques
    Kotadiya, Hiral
    Patel, Darshana
    THIRD INTERNATIONAL CONGRESS ON INFORMATION AND COMMUNICATION TECHNOLOGY, 2019, 797 : 361 - 369
  • [7] Prompt-Driven Latent Domain Generalization for Medical Image Classification
    Yan, Siyuan
    Yu, Zhen
    Liu, Chi
    Ju, Lie
    Mahapatra, Dwarikanath
    Betz-Stablein, Brigid
    Mar, Victoria
    Janda, Monika
    Soyer, Peter
    Ge, Zongyuan
    IEEE TRANSACTIONS ON MEDICAL IMAGING, 2025, 44 (01) : 348 - 360
  • [8] Tackling the small data problem in medical image classification with artificial intelligence: a systematic review
    Piffer, Stefano
    Ubaldi, Leonardo
    Tangaro, Sabina
    Retico, Alessandra
    Talamonti, Cinzia
    PROGRESS IN BIOMEDICAL ENGINEERING, 2024, 6 (03):
  • [9] Self-supervised learning for medical image classification: a systematic review and implementation guidelines
    Shih-Cheng Huang
    Anuj Pareek
    Malte Jensen
    Matthew P. Lungren
    Serena Yeung
    Akshay S. Chaudhari
    npj Digital Medicine, 6
  • [10] Self-supervised learning for medical image classification: a systematic review and implementation guidelines
    Huang, Shih-Cheng
    Pareek, Anuj
    Jensen, Malte
    Lungren, Matthew P.
    Yeung, Serena
    Chaudhari, Akshay S.
    NPJ DIGITAL MEDICINE, 2023, 6 (01)