Self-Path: Self-supervision for Classification of Pathology Images with Limited Annotations

12 August 2020

Navid Alemi Koohbanani

Balagopal Unnikrishnan

Papers citing "Self-Path: Self-supervision for Classification of Pathology Images with Limited Annotations"

24 / 24 papers shown

Title
SimMIL: A Universal Weakly Supervised Pre-Training Framework for Multi-Instance Learning in Whole Slide Pathology Images Yicheng Song Tiancheng Lin Die Peng Su Yang Yi Xu MedIm 31 0 0 10 May 2025
MIRROR: Multi-Modal Pathological Self-Supervised Representation Learning via Modality Alignment and Retention Tianyi Wang Jianan Fan Dingxin Zhang Dongnan Liu Yong-quan Xia Heng Huang Weidong Cai 39 0 0 01 Mar 2025
Unsupervised Foundation Model-Agnostic Slide-Level Representation Learning Tim Lenz Peter Neidlinger M. Ligero Georg Wolflein M. Treeck Jakob Nikolas Kather 73 1 0 20 Nov 2024
Domain Generalization in Computational Pathology: Survey and Guidelines Mostafa Jahanifar M. Raza Kesi Xu T. Vuong R. Jewsbury ... Neda Zamanitajeddin Jin Tae Kwak S. Raza F. Minhas Nasir M. Rajpoot OOD 28 17 0 30 Oct 2023
A Dual-branch Self-supervised Representation Learning Framework for Tumour Segmentation in Whole Slide Images Hao Wang E. Ahn Jinman Kim 28 7 0 20 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
Multi-scale Feature Alignment for Continual Learning of Unlabeled Domains Kevin Thandiackal Luigi Piccinelli Pushpak Pati O. Goksel CLL OOD MedIm 32 7 0 02 Feb 2023
Consistency Regularisation in Varying Contexts and Feature Perturbations for Semi-Supervised Semantic Segmentation of Histology Images R. M. S. Bashir Talha Qaiser S. Raza Nasir M. Rajpoot 30 13 0 30 Jan 2023
Deep Learning-Based Prediction of Molecular Tumor Biomarkers from H&E: A Practical Review Heather D. Couture 40 20 0 27 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
Learning image representations for anomaly detection: application to discovery of histological alterations in drug development I. Zingman B. Stierstorfer C. Lempp Fabian Heinemann OOD MedIm 27 11 0 14 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 20 56 0 18 Aug 2022
ConCL: Concept Contrastive Learning for Dense Prediction Pre-training in Pathology Images Jiawei Yang Hanbo Chen Yuan Liang Junzhou Huang Lei He Jianhua Yao 40 18 0 14 Jul 2022
Mapping the landscape of histomorphological cancer phenotypes using self-supervised learning on unlabeled, unannotated pathology slides A. Quiros N. Coudray A. Yeaton Xinyu Yang Bojing Liu ... H. Pass A. Moreira J. L. Quesne A. Tsirigos Ke-Fei Yuan SSL 13 5 0 04 May 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
Magnifying Networks for Images with Billions of Pixels Neofytos Dimitriou Ognjen Arandjelovic 16 2 0 12 Dec 2021
Learning Representations with Contrastive Self-Supervised Learning for Histopathology Applications Karin Stacke Jonas Unger Claes Lundström Gabriel Eilertsen OOD SSL 21 25 0 10 Dec 2021
Self-supervised learning methods and applications in medical imaging analysis: A survey Saeed Shurrab R. Duwairi OOD 34 175 0 17 Sep 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 32 39 0 13 Sep 2021
Robust Interactive Semantic Segmentation of Pathology Images with Minimal User Input Mostafa Jahanifar Neda Zamani Tajeddin Navid Alemi Koohbanani Nasir M. Rajpoot 17 22 0 30 Aug 2021
Self-Rule to Multi-Adapt: Generalized Multi-source Feature Learning Using Unsupervised Domain Adaptation for Colorectal Cancer Tissue Detection C. Abbet Linda Studer Andreas Fischer H. Dawson I. Zlobec Behzad Bozorgtabar Jean-Philippe Thiran OOD 37 31 0 20 Aug 2021
NuCLS: A scalable crowdsourcing, deep learning approach and dataset for nucleus classification, localization and segmentation M. Amgad Lamees A. Atteya Hagar Hussein K. Mohammed Ehab Hafiz ... Critical Care David Manthey Atlanta D. Neurology Lurie Cancer Center 32 73 0 18 Feb 2021
Resolution-Based Distillation for Efficient Histology Image Classification Joseph DiPalma A. Suriawinata L. Tafe Lorenzo Torresani Saeed Hassanpour 35 35 0 11 Jan 2021
Teacher-Student chain for efficient semi-supervised histology image classification Shayne Shaw Maciej Pajak Aneta Lisowska Sotirios A. Tsaftaris Alison Q. OÑeil 29 25 0 17 Mar 2020