Self supervised learning improves dMMR/MSI detection from histology slides across multiple cancers

13 September 2021

Papers citing "Self supervised learning improves dMMR/MSI detection from histology slides across multiple cancers"

24 / 24 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
SAM-MIL: A Spatial Contextual Aware Multiple Instance Learning Approach for Whole Slide Image Classification Heng Fang Shengyue Huang Wenhao Tang Luwen Huangfu Bo Liu VLM 16 1 0 25 Jul 2024
Towards Large-Scale Training of Pathology Foundation Models kaiko.ai N. Aben Edwin D. de Jong Ioannis Gatopoulos Nicolas Kanzig Mikhail Karasikov Axel Lagré Roman Moser J. Doorn Fei Tang MedIm AI4CE 37 9 0 24 Mar 2024
Feature Re-Embedding: Towards Foundation Model-Level Performance in Computational Pathology Wenhao Tang Fengtao Zhou Shengyue Huang Xiang Zhu Yi Zhang Bo Liu 42 20 0 27 Feb 2024
$CIMIL-CRC: a clinically-informed multiple instance learning framework for patient-level colorectal cancer molecular subtypes classification from H\&E stained images$ CIMIL-CRC: a clinically-informed multiple instance learning framework for patient-level colorectal cancer molecular subtypes classification from H\&E stained images Hadar Hezi Matan Gelber Alexander Balabanov Y. Maruvka Moti Freiman 23 3 0 29 Jan 2024
Distilling Local Texture Features for Colorectal Tissue Classification in Low Data Regimes Dmitry Demidov Roba Al Majzoub Amandeep Kumar Fahad Khan 21 1 0 02 Jan 2024
A General-Purpose Self-Supervised Model for Computational Pathology Richard J. Chen Tong Ding Ming Y. Lu Drew F. K. Williamson Guillaume Jaume ... Judy J. Wang Walt Williams L. Le Georg Gerber Faisal Mahmood MedIm 20 42 0 29 Aug 2023
SLPD: Slide-level Prototypical Distillation for WSIs Zhimiao Yu Tiancheng Lin Yi Xu 27 6 0 20 Jul 2023
SRATTA : Sample Re-ATTribution Attack of Secure Aggregation in Federated Learning Tanguy Marchand Regis Loeb Ulysse Marteau-Ferey Jean Ogier du Terrail Arthur Pignet FedML 42 4 0 13 Jun 2023
Detecting Heart Disease from Multi-View Ultrasound Images via Supervised Attention Multiple Instance Learning Zhe Huang B. Wessler M. C. Hughes 22 3 0 25 May 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
A Review of Predictive and Contrastive Self-supervised Learning for Medical Images Wei-Chien Wang E. Ahn Da-wei Feng Jinman Kim MedIm 24 27 0 10 Feb 2023
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
An Aggregation of Aggregation Methods in Computational Pathology M. Bilal R. Jewsbury Ruoyu Wang Hammam M. AlGhamdi Amina Asif Mark Eastwood Nasir M. Rajpoot 32 28 0 02 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
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
Global-Local Self-Distillation for Visual Representation Learning Tim Lebailly Tinne Tuytelaars SSL 30 6 0 29 Jul 2022
Scaling Vision Transformers to Gigapixel Images via Hierarchical Self-Supervised Learning Richard J. Chen Chengkuan Chen Yicong Li Tiffany Y. Chen A. Trister Rahul G. Krishnan Faisal Mahmood ViT MedIm 34 406 0 06 Jun 2022
Self-Supervised Vision Transformers Learn Visual Concepts in Histopathology Richard J. Chen Rahul G. Krishnan MedIm ViT 30 84 0 01 Mar 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 16 1 0 23 Feb 2022
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 25 92 0 20 Jul 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 317 5,775 0 29 Apr 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 267 3,371 0 09 Mar 2020