Using attention-based deep multiple instance learning to identify key genetic alterations in prostate cancer from whole slide images

被引:0
|
作者
Omar, Mohamed [1 ]
Xu, Zhuoran [1 ]
Carelli, Ryan [1 ]
Rosenthal, Jacob [2 ]
Brundage, David [1 ]
Salles, Daniela C. [3 ]
Imada, Eddie L. [1 ]
Umeton, Renato [2 ]
Schaeffer, Edward M. [4 ]
Robinson, Brian D. [1 ]
Lotan, Tamara L. [3 ]
Loda, Massimo [1 ]
Marchionni, Luigi [1 ]
机构
[1] Weill Cornell Med, New York, NY USA
[2] Dana Farber Canc Inst, Boston, MA USA
[3] Johns Hopkins Univ, Baltimore, MD USA
[4] Northwestern Univ, Feinberg Sch Med, Chicago, IL USA
关键词
D O I
暂无
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
462
引用
收藏
页数:1
相关论文
共 50 条
  • [1] ACTIVE LEARNING ENHANCES CLASSIFICATION OF HISTOPATHOLOGY WHOLE SLIDE IMAGES WITH ATTENTION-BASED MULTIPLE INSTANCE LEARNING
    Sadafi, Ario
    Navab, Nassir
    Marr, Carsten
    [J]. 2023 IEEE 20TH INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING, ISBI, 2023,
  • [2] Whole slide images based cancer survival prediction using attention guided deep multiple instance learning networks
    Yao, Jiawen
    Zhu, Xinliang
    Jonnagaddala, Jitendra
    Hawkins, Nicholas
    Huang, Junzhou
    [J]. MEDICAL IMAGE ANALYSIS, 2020, 65
  • [3] Robust inference of PTEN deletion in prostate cancer from routine histopathology whole slide images using attention-based deep learning
    Scarfo, Federico
    Omar, Mohamed
    Marchionni, Luigi
    [J]. CANCER RESEARCH, 2024, 84 (06)
  • [4] Attention-based Deep Multiple Instance Learning
    Ilse, Maximilian
    Tomczak, Jakub M.
    Welling, Max
    [J]. INTERNATIONAL CONFERENCE ON MACHINE LEARNING, VOL 80, 2018, 80
  • [5] Lung cancer diagnosis using deep attention-based multiple instance learning and radiomics
    Chen, Junhua
    Zeng, Haiyan
    Zhang, Chong
    Shi, Zhenwei
    Dekker, Andre
    Wee, Leonard
    Bermejo, Inigo
    [J]. MEDICAL PHYSICS, 2022, 49 (05) : 3134 - 3143
  • [6] ATTENTION-BASED DEEP MULTIPLE INSTANCE LEARNING WITH ADAPTIVE INSTANCE SAMPLING
    Tarkhan, Aliasghar
    Trung Kien Nguyen
    Simon, Noah
    Bengtsson, Thomas
    Ocampo, Paolo
    Dai, Jian
    [J]. 2022 IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (IEEE ISBI 2022), 2022,
  • [7] Classification of colorectal cancer consensus molecular subtypes using attention-based multi-instance learning network on whole-slide images
    Xu, Huilin
    Wu, Aoshen
    Ren, He
    Yu, Chenghang
    Liu, Gang
    Liu, Lei
    [J]. ACTA HISTOCHEMICA, 2023, 125 (06)
  • [8] Detection of Breast Cancer From Whole Slide Histopathological Images Using Deep Multiple Instance CNN
    Das, Kausik
    Conjeti, Sailesh
    Chatterjee, Jyotirmoy
    Sheet, Debdoot
    [J]. IEEE ACCESS, 2020, 8 : 213502 - 213511
  • [9] Semi-Supervised, Attention-Based Deep Learning for Predicting TMPRSS2:ERG Fusion Status in Prostate Cancer Using Whole Slide Images
    Omar, Mohamed
    Xu, Zhuoran
    Rand, Sophie B.
    Alexanderani, Mohammad K.
    Salles, Daniela C.
    Valencia, Itzel
    Schaeffer, Edward M.
    Robinson, Brian D.
    Lotan, Tamara L.
    Loda, Massimo
    Marchionni, Luigi
    [J]. MOLECULAR CANCER RESEARCH, 2024, 22 (04) : 347 - 359
  • [10] Attention-Based Target Localization Using Multiple Instance Learning
    Sankaranarayanan, Karthik
    Davis, James W.
    [J]. ADVANCES IN VISUAL COMPUTING, PT I, 2010, 6453 : 381 - 392