Accounting for Dependencies in Deep Learning Based Multiple Instance Learning for Whole Slide Imaging

1 November 2021

Andriy Myronenko

Ziyue Xu

Papers citing "Accounting for Dependencies in Deep Learning Based Multiple Instance Learning for Whole Slide Imaging"

28 / 28 papers shown

Title
Weakly Semi-supervised Whole Slide Image Classification by Two-level Cross Consistency Supervision Linhao Qu Shiman Li Xiaoyuan Luo Shaolei Liu Qinhao Guo Manning Wang Zhijian Song 41 0 0 16 Apr 2025
Advances in Multiple Instance Learning for Whole Slide Image Analysis: Techniques, Challenges, and Future Directions Jun Wang Yu Mao Nan Guan Chun Jason Xue 27 3 0 18 Aug 2024
$Exploring learning environments for label\-efficient cancer diagnosis$ Exploring learning environments for label\-efficient cancer diagnosis Samta Rani T. Ahmad Sarfaraz Masood Chandni Saxena 20 0 0 15 Aug 2024
Snuffy: Efficient Whole Slide Image Classifier Hossein Jafarinia Alireza Alipanah Danial Hamdi Saeed Razavi Nahal Mirzaie M. Rohban 3DH 48 1 0 15 Aug 2024
AEM: Attention Entropy Maximization for Multiple Instance Learning based Whole Slide Image Classification Yunlong Zhang Zhongyi Shui Yunxuan Sun Honglin Li Jingxiong Li Chenglu Zhu Lin Yang 33 0 0 18 Jun 2024
Transcriptomics-guided Slide Representation Learning in Computational Pathology Guillaume Jaume Lukas Oldenburg Anurag J. Vaidya Richard J. Chen Drew F. K. Williamson Thomas Peeters Andrew H. Song Faisal Mahmood 47 24 0 19 May 2024
Semantics-Aware Attention Guidance for Diagnosing Whole Slide Images Kechun Liu Wenjun Wu J. Elmore Linda G. Shapiro MedIm 42 1 0 16 Apr 2024
Compact and De-biased Negative Instance Embedding for Multi-Instance Learning on Whole-Slide Image Classification Joohyung Lee Heejeong Nam Kwanhyung Lee Sangchul Hahn 25 2 0 16 Feb 2024
Enhancing Instance-Level Image Classification with Set-Level Labels Renyu Zhang Aly A. Khan Yuxin Chen Robert L. Grossman 25 0 0 09 Nov 2023
RoFormer for Position Aware Multiple Instance Learning in Whole Slide Image Classification Etienne Pochet Rami Maroun Roger Trullo MedIm 23 2 0 03 Oct 2023
Cross-attention-based saliency inference for predicting cancer metastasis on whole slide images Ziyu Su Mostafa Rezapour Usama Sajjad Shuo Niu M. Gürcan M. Niazi 26 5 0 18 Sep 2023
Towards Hierarchical Regional Transformer-based Multiple Instance Learning Josef Cersovsky Sadegh Mohammadi Dagmar Kainmueller Johannes Hoehne ViT MedIm 22 3 0 24 Aug 2023
Rethinking Multiple Instance Learning for Whole Slide Image Classification: A Good Instance Classifier is All You Need Linhao Qu Yingfan Ma Xiao-Zhuo Luo Manning Wang Zhijian Song VLM 19 18 0 05 Jul 2023
ProMIL: Probabilistic Multiple Instance Learning for Medical Imaging Lukasz Struski Dawid Rymarczyk Arkadiusz Lewicki R. Sabiniewicz Jacek Tabor Bartosz Zieliñski 21 5 0 18 Jun 2023
Deep Multiple Instance Learning with Distance-Aware Self-Attention Georg Wolflein Lucie Charlotte Magister Pietro Lio' David J. Harrison Ognjen Arandjelovic 19 2 0 17 May 2023
BEL: A Bag Embedding Loss for Transformer enhances Multiple Instance Whole Slide Image Classification Daniel Sens Ario Sadafi F. P. Casale Nassir Navab Carsten Marr ViT MedIm 19 1 0 02 Mar 2023
Diagnose Like a Pathologist: Transformer-Enabled Hierarchical Attention-Guided Multiple Instance Learning for Whole Slide Image Classification Conghao Xiong Hao Chen Joseph J. Y. Sung Irwin King MedIm 21 36 0 19 Jan 2023
Attention2Minority: A salient instance inference-based multiple instance learning for classifying small lesions in whole slide images Ziyu Su Mostafa Rezapour Usama Sajjad M. Gürcan M. Niazi 20 11 0 18 Jan 2023
Weakly Supervised Joint Whole-Slide Segmentation and Classification in Prostate Cancer Pushpak Pati Guillaume Jaume Zeineb Ayadi Kevin Thandiackal Behzad Bozorgtabar M. Gabrani O. Goksel 17 17 0 07 Jan 2023
Bi-directional Weakly Supervised Knowledge Distillation for Whole Slide Image Classification Linhao Qu Xiao-Zhuo Luo Manning Wang Zhijian Song WSOD 26 57 0 07 Oct 2022
Towards Label-efficient Automatic Diagnosis and Analysis: A Comprehensive Survey of Advanced Deep Learning-based Weakly-supervised, Semi-supervised and Self-supervised Techniques in Histopathological Image Analysis Linhao Qu Siyu Liu Xiaoyu Liu Manning Wang Zhijian Song 25 56 0 18 Aug 2022
RTN: Reinforced Transformer Network for Coronary CT Angiography Vessel-level Image Quality Assessment Yiting Lu Jun Fu Xin Li Wei Zhou Sen Liu Xinxin Zhang Congfu Jia Ying Liu Zhibo Chen ViT 15 34 0 13 Jul 2022
Multiple Instance Learning with Mixed Supervision in Gleason Grading Hao Bian Zhucheng Shao Yang Chen Yifeng Wang Haoqian Wang Jian Andrew Zhang Yongbing Zhang 19 10 0 26 Jun 2022
DGMIL: Distribution Guided Multiple Instance Learning for Whole Slide Image Classification Linhao Qu Xiao-Zhuo Luo Shaolei Liu Manning Wang Zhijian Song VLM 31 53 0 17 Jun 2022
Multiple Instance Learning for Digital Pathology: A Review on the State-of-the-Art, Limitations & Future Potential M. Gadermayr M. Tschuchnig 32 60 0 09 Jun 2022
Local Attention Graph-based Transformer for Multi-target Genetic Alteration Prediction Daniel Reisenbüchler S. J. Wagner Melanie Boxberg T. Peng MedIm 24 22 0 13 May 2022
Differentiable Zooming for Multiple Instance Learning on Whole-Slide Images Kevin Thandiackal Boqi Chen Pushpak Pati Guillaume Jaume Drew F. K. Williamson M. Gabrani O. Goksel 20 43 0 26 Apr 2022
Handcrafted Histological Transformer (H2T): Unsupervised Representation of Whole Slide Images Q. Vu K. Rajpoot S. Raza Nasir M. Rajpoot ViT MedIm 22 33 0 14 Feb 2022