TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification

2 June 2021

Papers citing "TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification"

38 / 88 papers shown

Title
Smooth Attention for Deep Multiple Instance Learning: Application to CT Intracranial Hemorrhage Detection Yunan Wu Francisco M. Castro-Macías Pablo Morales-Álvarez Rafael Molina Aggelos K. Katsaggelos 32 2 0 18 Jul 2023
The Whole Pathological Slide Classification via Weakly Supervised Learning Qiehe Sun Jiawen Li Jin Xu Junru Cheng Tian Guan Yonghong He 29 0 0 12 Jul 2023
Multi-Scale Prototypical Transformer for Whole Slide Image Classification Saisai Ding Jun Wang Juncheng Li Jun Shi MedIm 26 17 0 05 Jul 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 21 18 0 05 Jul 2023
Ranking Loss and Sequestering Learning for Reducing Image Search Bias in Histopathology Pooria Mazaheri Azam Asilian Bidgoli Shahryar Rahnamayan H. R. Tizhoosh OOD 24 6 0 15 Apr 2023
Masked Pre-Training of Transformers for Histology Image Analysis Shuai Jiang Liesbeth Hondelink A. Suriawinata Saeed Hassanpour MedIm 26 13 0 14 Apr 2023
ProtoDiv: Prototype-guided Division of Consistent Pseudo-bags for Whole-slide Image Classification Rui Yang Pei Liu Luping Ji VLM DiffM 21 9 0 13 Apr 2023
Interventional Bag Multi-Instance Learning On Whole-Slide Pathological Images Tiancheng Lin Zhimiao Yu Hongyu Hu Yi Xu Changyi Chen 57 77 0 13 Mar 2023
Hierarchical discriminative learning improves visual representations of biomedical microscopy Cheng Jiang X. Hou A. Kondepudi Asadur Chowdury C. Freudiger D. Orringer Honglak Lee Todd C. Hollon 26 12 0 02 Mar 2023
Domain-Specific Pre-training Improves Confidence in Whole Slide Image Classification S. Chitnis Sidong Liu T. Dash T. Verlekar A. Di Ieva S. Berkovsky L. Vig A. Srinivasan 19 4 0 20 Feb 2023
Multi-scale Feature Alignment for Continual Learning of Unlabeled Domains Kevin Thandiackal Luigi Piccinelli Pushpak Pati O. Goksel CLL OOD MedIm 34 7 0 02 Feb 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 22 11 0 18 Jan 2023
Multi-Instance Partial-Label Learning: Towards Exploiting Dual Inexact Supervision Wei Tang Weijia Zhang Min-Ling Zhang 16 12 0 18 Dec 2022
Multi-Scale Relational Graph Convolutional Network for Multiple Instance Learning in Histopathology Images Roozbeh Bazargani L. Fazli L. Goldenberg M. Gleave A. Bashashati Septimiu Salcudean MedIm 33 7 0 17 Dec 2022
Giga-SSL: Self-Supervised Learning for Gigapixel Images Tristan Lazard Marvin Lerousseau Etienne Decencière Thomas Walter 20 17 0 06 Dec 2022
Deep Learning-Based Prediction of Molecular Tumor Biomarkers from H&E: A Practical Review Heather D. Couture 40 20 0 27 Nov 2022
Language models are good pathologists: using attention-based sequence reduction and text-pretrained transformers for efficient WSI classification Juan Pisula Katarzyna Bozek VLM MedIm 33 3 0 14 Nov 2022
MixUp-MIL: Novel Data Augmentation for Multiple Instance Learning and a Study on Thyroid Cancer Diagnosis M. Gadermayr Lukas Koller M. Tschuchnig Lea Maria Stangassinger Christina Kreutzer S. Couillard-Després G. Oostingh Anton Hittmair 32 13 0 10 Nov 2022
Embedding Space Augmentation for Weakly Supervised Learning in Whole-Slide Images Imaad Zaffar Guillaume Jaume Nasir M. Rajpoot Faisal Mahmood 35 4 0 31 Oct 2022
Multiple Instance Learning via Iterative Self-Paced Supervised Contrastive Learning Kangning Liu Weicheng Zhu Yiqiu Shen Sheng Liu N. Razavian Krzysztof J. Geras C. Fernandez‐Granda SSL 28 24 0 17 Oct 2022
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
PicT: A Slim Weakly Supervised Vision Transformer for Pavement Distress Classification Wenhao Tang Shengyue Huang Xiaoxian Zhang Luwen Huangfu ViT 37 2 0 21 Sep 2022
MRL: Learning to Mix with Attention and Convolutions Shlok Mohta Hisahiro Suganuma Yoshiki Tanaka 25 2 0 30 Aug 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
Gigapixel Whole-Slide Images Classification using Locally Supervised Learning Jingwei Zhang Xin Zhang Ke Ma Rajarsi R. Gupta Joel H. Saltz Maria Vakalopoulou Dimitris Samaras 24 24 0 17 Jul 2022
Trusted Multi-Scale Classification Framework for Whole Slide Image Ming Feng Kele Xu Na Wu Weiquan Huang Yan Bai Changjian Wang Huaimin Wang 37 5 0 12 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
DSCA: A Dual-Stream Network with Cross-Attention on Whole-Slide Image Pyramids for Cancer Prognosis Pei Liu Bo Fu Feng Ye Rui Yang Bin Xu Luping Ji 11 24 0 12 Jun 2022
A graph-transformer for whole slide image classification Yi Zheng R. Gindra Emily J. Green E. Burks Margrit Betke J. Beane V. Kolachalama MedIm 39 121 0 19 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
Rethinking Machine Learning Model Evaluation in Pathology Syed Ashar Javed Dinkar Juyal Zahil Shanis S. Chakraborty Harsha Pokkalla Aaditya (Adi) Prakash LM&MA 25 12 0 11 Apr 2022
DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification Hongrun Zhang Y. Meng Yitian Zhao Yihong Qiao Xiaoyun Yang Sarah E Coupland Yalin Zheng 23 273 0 22 Mar 2022
ScoreNet: Learning Non-Uniform Attention and Augmentation for Transformer-Based Histopathological Image Classification Thomas Stegmüller Behzad Bozorgtabar A. Spahr Jean-Philippe Thiran ViT MedIm 21 42 0 15 Feb 2022
Oral cancer detection and interpretation: Deep multiple instance learning versus conventional deep single instance learning N. Koriakina Natavsa Sladoje Vladimir Bavsić Joakim Lindblad 14 4 0 03 Feb 2022
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Yundong Zhang Huiye Liu Qiang Hu ViT MedIm 206 891 0 16 Feb 2021
A Comprehensive Review for Breast Histopathology Image Analysis Using Classical and Deep Neural Networks Xiaomin Zhou Chen Li M. Rahaman Yudong Yao Shiliang Ai Changhao Sun Xiaoyan Li Qian Wang Tao Jiang 59 135 0 27 Mar 2020
How Much Position Information Do Convolutional Neural Networks Encode? Md. Amirul Islam Sen Jia Neil D. B. Bruce SSL 205 344 0 22 Jan 2020