DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification

22 March 2022

Papers citing "DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification"

46 / 146 papers shown

Title
Classifying Whole Slide Images: What Matters? Long Nguyen Aiden Nibali Joshua Millward Zhen He 22 0 0 05 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
BROW: Better featuRes fOr Whole slide image based on self-distillation Yuan Wu Shaojie Li Zhiqiang Du Wentao Zhu 15 4 0 15 Sep 2023
Contrastive Deep Encoding Enables Uncertainty-aware Machine-learning-assisted Histopathology Nirhoshan Sivaroopan Chamuditha Jayanga Chalani Ekanayake Hasindri Watawana Jathurshan Pradeepkumar Mithunjha Anandakumar Ranga Rodrigo Chamira U. S. Edussooriya D. Wadduwage MedIm UQCV 33 0 0 13 Sep 2023
Progressive Attention Guidance for Whole Slide Vulvovaginal Candidiasis Screening Jiangdong Cai Honglin Xiong Mao-Hong Cao Luyan Liu Lichi Zhang Qian Wang 13 4 0 06 Sep 2023
Interpretable Medical Imagery Diagnosis with Self-Attentive Transformers: A Review of Explainable AI for Health Care Tin Lai MedIm 21 4 0 01 Sep 2023
ConSlide: Asynchronous Hierarchical Interaction Transformer with Breakup-Reorganize Rehearsal for Continual Whole Slide Image Analysis Yanyan Huang Weiqin Zhao Shujun Wang Yu Fu Yuming Jiang Lequan Yu CLL 17 17 0 25 Aug 2023
Rapid Artefact Removal and H&E-Stained Tissue Segmentation B. Schreiber J. Denholm F. Jaeckle M. Arends K. M. Branson C.-B. Schönlieb E. Soilleux 20 4 0 25 Aug 2023
PDL: Regularizing Multiple Instance Learning with Progressive Dropout Layers Wenjie Zhu Peijie Qiu Xiwen Chen Oana Dumitrascu Yalin Wang 11 7 0 19 Aug 2023
A vision transformer-based framework for knowledge transfer from multi-modal to mono-modal lymphoma subtyping models Bilel Guetarni Féryal Windal H. Benhabiles Marianne Petit Romain Dubois Emmanuelle Leteurtre Dominique Collard DiffM 15 2 0 02 Aug 2023
LaFiCMIL: Rethinking Large File Classification from the Perspective of Correlated Multiple Instance Learning Tiezhu Sun Weiguo Pian N. Daoudi Kevin Allix Tegawende F. Bissyande Jacques Klein 18 1 0 30 Jul 2023
Multiple Instance Learning Framework with Masked Hard Instance Mining for Whole Slide Image Classification Wenhao Tang Sheng Huang Xiaoxian Zhang Fengtao Zhou Yi Zhang Bo Liu 26 39 0 28 Jul 2023
Topologically Regularized Multiple Instance Learning to Harness Data Scarcity Salome Kazeminia Carsten Marr Bastian Alexander Rieck 14 0 0 26 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
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
Pseudo-Bag Mixup Augmentation for Multiple Instance Learning-Based Whole Slide Image Classification Pei Liu Luping Ji Xinyu Zhang Feng Ye VLM 28 23 0 28 Jun 2023
ProMIL: Probabilistic Multiple Instance Learning for Medical Imaging Lukasz Struski Dawid Rymarczyk Arkadiusz Lewicki R. Sabiniewicz Jacek Tabor Bartosz Zieliñski 16 5 0 18 Jun 2023
Multimodal Optimal Transport-based Co-Attention Transformer with Global Structure Consistency for Survival Prediction Yingxue Xu Hao Chen OffRL 18 41 0 14 Jun 2023
Visual Language Pretrained Multiple Instance Zero-Shot Transfer for Histopathology Images Ming Y. Lu Bowen Chen Andrew Zhang Drew F. K. Williamson Richard J. Chen Tong Ding L. Le Yung-Sung Chuang Faisal Mahmood VLM MedIm 25 99 0 13 Jun 2023
Multi-level Multiple Instance Learning with Transformer for Whole Slide Image Classification Rui-qi Zhang Qiaozheng Zhang Yingzhuang Liu Hao Xin Y. Liu Xinggang Wang ViT MedIm 27 8 0 08 Jun 2023
LESS: Label-efficient Multi-scale Learning for Cytological Whole Slide Image Screening Beidi Zhao Wenlong Deng Zi Han Li Li Chen Zhou Zuhua Gao Gang Wang Xiaoxiao Li 17 0 0 06 Jun 2023
The Rise of AI Language Pathologists: Exploring Two-level Prompt Learning for Few-shot Weakly-supervised Whole Slide Image Classification Linhao Qu X. Luo Kexue Fu Manning Wang Zhijian Song 27 22 0 29 May 2023
Disambiguated Attention Embedding for Multi-Instance Partial-Label Learning Wei Tang Weijia Zhang Min-Ling Zhang 16 9 0 26 May 2023
Multi-scale Efficient Graph-Transformer for Whole Slide Image Classification Saisai Ding Juncheng Li Jun Wang Shihui Ying Jun Shi ViT MedIm 24 7 0 25 May 2023
CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images Olga Fourkioti Matt De Vries Chris Bakal 30 4 0 09 May 2023
Unsupervised Mutual Transformer Learning for Multi-Gigapixel Whole Slide Image Classification S. Javed Arif Mahmood Talha Qaiser J. Bingler Markus Leippold ViT MedIm 22 6 0 03 May 2023
Deep Learning in Breast Cancer Imaging: A Decade of Progress and Future Directions Luyang Luo Xi Wang Yi-Mou Lin Xiaoqi Ma Andong Tan R. Chan V. Vardhanabhuti W. C. Chu Kwang-Ting Cheng Hao Chen 22 50 0 13 Apr 2023
ProtoDiv: Prototype-guided Division of Consistent Pseudo-bags for Whole-slide Image Classification Rui Yang Pei Liu Luping Ji VLM DiffM 14 9 0 13 Apr 2023
Weakly supervised segmentation with point annotations for histopathology images via contrast-based variational model Hongrun Zhang Liam Burrows Y. Meng Declan Sculthorpe Abhik Mukherjee Sarah E Coupland Ke-long Chen Yalin Zheng 26 13 0 07 Apr 2023
Cross-scale Multi-instance Learning for Pathological Image Diagnosis Ruining Deng Can Cui Lucas W. Remedios Shunxing Bao R. M. Womick ... Keith T. Wilson Yaohong Wang Lori A. Coburn Bennett A. Landman Yuankai Huo 19 8 0 01 Apr 2023
Iteratively Coupled Multiple Instance Learning from Instance to Bag Classifier for Whole Slide Image Classification Hongyi Wang Luyang Luo Fang Wang Ruofeng Tong Yen-Wei Chen Hongjie Hu Lanfen Lin Hao Chen VLM 18 10 0 28 Mar 2023
Exploring the Interplay Between Colorectal Cancer Subtypes Genomic Variants and Cellular Morphology: A Deep-Learning Approach Hadar Hezi D. Shats Daniel Gurevich Y. Maruvka Moti Freiman 22 1 0 26 Mar 2023
Exploring Visual Prompts for Whole Slide Image Classification with Multiple Instance Learning Yi-Mou Lin Zhongchen Zhao Zhengjie Zhu Lisheng Wang Kwang-Ting Cheng Hao Chen VLM 10 1 0 23 Mar 2023
Task-specific Fine-tuning via Variational Information Bottleneck for Weakly-supervised Pathology Whole Slide Image Classification Honglin Li Chenglu Zhu Yunlong Zhang Yuxuan Sun Zhongyi Shui Wenwei Kuang S. Zheng L. Yang 61 57 0 15 Mar 2023
Interventional Bag Multi-Instance Learning On Whole-Slide Pathological Images Tiancheng Lin Zhimiao Yu Hongyu Hu Yi Xu Changyi Chen 52 77 0 13 Mar 2023
AMIGO: Sparse Multi-Modal Graph Transformer with Shared-Context Processing for Representation Learning of Giga-pixel Images Ramin Nakhli Puria Azadi Moghadam Haoyang Mi H. Farahani Alexander S. Baras B. Gilks A. Bashashati MedIm ViT 22 17 0 01 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 18 11 0 18 Jan 2023
Multi-Instance Partial-Label Learning: Towards Exploiting Dual Inexact Supervision Wei Tang Weijia Zhang Min-Ling Zhang 11 12 0 18 Dec 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
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
Multi-Scale Attention-based Multiple Instance Learning for Classification of Multi-Gigapixel Histology Images Made Satria Wibawa K. Lo Lawrence S Young Nasir M. Rajpoot 11 12 0 07 Sep 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
Multiple Instance Learning for Digital Pathology: A Review on the State-of-the-Art, Limitations & Future Potential M. Gadermayr M. Tschuchnig 24 60 0 09 Jun 2022
Weakly-supervised learning for image-based classification of primary melanomas into genomic immune subgroups Lucy Godson Navid Alemi Koohbanani J. Nsengimana G. Cook Emily L. Clarke Darren Treanor D. Bishop J. Newton-Bishop A. Gooya 11 1 0 23 Feb 2022
HAMIL: Hierarchical Aggregation-Based Multi-Instance Learning for Microscopy Image Classification Yanlun Tu Houchao Lei Wei Long Yang Yang 25 16 0 17 Mar 2021