Semi-Supervised Histology Classification using Deep Multiple Instance Learning and Contrastive Predictive Coding

23 October 2019

Papers citing "Semi-Supervised Histology Classification using Deep Multiple Instance Learning and Contrastive Predictive Coding"

42 / 42 papers shown

Title
Self-Supervision Enhances Instance-based Multiple Instance Learning Methods in Digital Pathology: A Benchmark Study Ali Mammadov Loic Le Folgoc Julien Adam Anne Buronfosse Gilles Hayem Guillaume Hocquet Pietro Gori SSL 45 0 0 02 May 2025
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 48 0 0 16 Apr 2025
Smooth InfoMax -- Towards easier Post-Hoc interpretability Fabian Denoodt Bart de Boer José Oramas 21 2 0 23 Aug 2024
Advances in Multiple Instance Learning for Whole Slide Image Analysis: Techniques, Challenges, and Future Directions Jun Wang Yu Mao Nan Guan Chun Jason Xue 37 3 0 18 Aug 2024
DGR-MIL: Exploring Diverse Global Representation in Multiple Instance Learning for Whole Slide Image Classification Wenhui Zhu Xiwen Chen Peijie Qiu Aristeidis Sotiras Abolfazl Razi Yalin Wang 49 5 0 04 Jul 2024
SC-MIL: Sparsely Coded Multiple Instance Learning for Whole Slide Image Classification Peijie Qiu Pan Xiao Wenhui Zhu Yalin Wang Aristeidis Sotiras 59 4 0 31 Oct 2023
Data efficient deep learning for medical image analysis: A survey Suruchi Kumari Pravendra Singh 45 12 0 10 Oct 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 39 20 0 05 Jul 2023
Explainable and Position-Aware Learning in Digital Pathology Milan Aryal Nasim Yahyasoltani MedIm 24 0 0 14 Jun 2023
Context-Aware Self-Supervised Learning of Whole Slide Images Milan Aryal Nasim Yahya Soltani 24 5 0 07 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 46 22 0 29 May 2023
Detecting Heart Disease from Multi-View Ultrasound Images via Supervised Attention Multiple Instance Learning Zhe Huang B. Wessler M. C. Hughes 32 4 0 25 May 2023
TPMIL: Trainable Prototype Enhanced Multiple Instance Learning for Whole Slide Image Classification Litao Yang Deval Mehta Sidong Liu Dwarikanath Mahapatra A. Di Ieva Zongyuan Ge 42 5 0 01 May 2023
A Dual-branch Self-supervised Representation Learning Framework for Tumour Segmentation in Whole Slide Images Hao Wang Euijoon Ahn Jinman Kim 28 8 0 20 Mar 2023
Interventional Bag Multi-Instance Learning On Whole-Slide Pathological Images Tiancheng Lin Zhimiao Yu Hongyu Hu Yi Xu Changyi Chen 64 81 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 37 12 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 31 36 0 19 Jan 2023
HistoPerm: A Permutation-Based View Generation Approach for Improving Histopathologic Feature Representation Learning Joseph DiPalma Lorenzo Torresani Saeed Hassanpour AI4TS MedIm 27 2 0 13 Sep 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 40 57 0 18 Aug 2022
Interpretable Saliency Maps And Self-Supervised Learning For Generalized Zero Shot Medical Image Classification Dwarikanath Mahapatra MedIm 25 2 0 04 Apr 2022
Interpretable Prediction of Lung Squamous Cell Carcinoma Recurrence With Self-supervised Learning Weicheng Zhu C. Fernandez‐Granda N. Razavian SSL 16 4 0 23 Mar 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 39 277 0 22 Mar 2022
Self-Supervised Vision Transformers Learn Visual Concepts in Histopathology Richard J. Chen Rahul G. Krishnan MedIm ViT 35 84 0 01 Mar 2022
Learning Representations with Contrastive Self-Supervised Learning for Histopathology Applications Karin Stacke Jonas Unger Claes Lundström Gabriel Eilertsen OOD SSL 28 25 0 10 Dec 2021
Extending the WILDS Benchmark for Unsupervised Adaptation Shiori Sagawa Pang Wei Koh Tony Lee Irena Gao Sang Michael Xie ... Kate Saenko Tatsunori Hashimoto Sergey Levine Chelsea Finn Percy Liang OOD 18 98 0 09 Dec 2021
Multimodal Generalized Zero Shot Learning for Gleason Grading using Self-Supervised Learning Dwarikanath Mahapatra MedIm 30 5 0 15 Nov 2021
Learning of Inter-Label Geometric Relationships Using Self-Supervised Learning: Application To Gleason Grade Segmentation Dwarikanath Mahapatra SSL 44 6 0 01 Oct 2021
Self supervised learning improves dMMR/MSI detection from histology slides across multiple cancers C. Saillard Olivier Dehaene Tanguy Marchand O. Moindrot A. Kamoun B. Schmauch S. Jégou 43 39 0 13 Sep 2021
Pan-Cancer Integrative Histology-Genomic Analysis via Interpretable Multimodal Deep Learning Richard J. Chen Ming Y. Lu Drew F. K. Williamson Tiffany Y. Chen Jana Lipkova ... Maha Shady Mane Williams Bumjin Joo Zahra Noor Faisal Mahmood 25 13 0 04 Aug 2021
Whole Slide Images are 2D Point Clouds: Context-Aware Survival Prediction using Patch-based Graph Convolutional Networks Richard J. Chen Ming Y. Lu Muhammad Shaban Chengkuan Chen Tiffany Y. Chen Drew F. K. Williamson Faisal Mahmood 3DPC MedIm 57 153 0 27 Jul 2021
DeepSMILE: Contrastive self-supervised pre-training benefits MSI and HRD classification directly from H&E whole-slide images in colorectal and breast cancer Yoni Schirris E. Gavves I. Nederlof H. Horlings Jonas Teuwen 30 93 0 20 Jul 2021
Cluster-to-Conquer: A Framework for End-to-End Multi-Instance Learning for Whole Slide Image Classification Yash Sharma A. Shrivastava L. Ehsan C. Moskaluk Sana Syed Donald E. Brown 20 134 0 19 Mar 2021
Multiple Instance Captioning: Learning Representations from Histopathology Textbooks and Articles Jevgenij Gamper Nasir M. Rajpoot 27 63 0 08 Mar 2021
Self-supervised driven consistency training for annotation efficient histopathology image analysis C. Srinidhi Seung Wook Kim Fu-Der Chen Anne L. Martel SSL 21 109 0 07 Feb 2021
Self-Supervision Closes the Gap Between Weak and Strong Supervision in Histology Olivier Dehaene Axel Camara O. Moindrot Axel de Lavergne P. Courtiol 26 69 0 07 Dec 2020
Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning Bin Li Yin Li K. Eliceiri 9 593 0 17 Nov 2020
Federated Learning for Computational Pathology on Gigapixel Whole Slide Images Ming Y. Lu Dehan Kong Jana Lipkova Richard J. Chen Rajendra Singh Drew F. K. Williamson Tiffany Y. Chen Faisal Mahmood FedML MedIm 31 169 0 21 Sep 2020
Self-Path: Self-supervision for Classification of Pathology Images with Limited Annotations Navid Alemi Koohbanani Balagopal Unnikrishnan S. Khurram Pavitra Krishnaswamy Nasir M. Rajpoot SSL 22 164 0 12 Aug 2020
Kernel Self-Attention in Deep Multiple Instance Learning Dawid Rymarczyk Adriana Borowa Jacek Tabor Bartosz Zieliñski SSL 14 5 0 25 May 2020
Pathomic Fusion: An Integrated Framework for Fusing Histopathology and Genomic Features for Cancer Diagnosis and Prognosis Richard J. Chen Ming Y. Lu Jingwen Wang Drew F. K. Williamson S. Rodig N. Lindeman Faisal Mahmood 27 400 0 18 Dec 2019
Weakly Supervised Prostate TMA Classification via Graph Convolutional Networks Jingwen Wang Richard J. Chen Ming Y. Lu Alexander S. Baras Faisal Mahmood MedIm 33 57 0 29 Oct 2019
Pixel Recurrent Neural Networks Aaron van den Oord Nal Kalchbrenner Koray Kavukcuoglu SSeg GAN 275 2,553 0 25 Jan 2016