Self-Supervised Representation Learning using Visual Field Expansion on
Digital Pathology

Self-Supervised Representation Learning using Visual Field Expansion on Digital Pathology

7 September 2021

Mykola Liashuha

Stergios Christodoulidis

Maria Vakalopoulou

Papers citing "Self-Supervised Representation Learning using Visual Field Expansion on Digital Pathology"

10 / 10 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
Hierarchical Text-to-Vision Self Supervised Alignment for Improved Histopathology Representation Learning Hasindri Watawana Kanchana Ranasinghe Tariq Mahmood Muzammal Naseer Salman Khan Fahad Shahbaz Khan SSL 40 3 0 21 Mar 2024
Rotation-Agnostic Image Representation Learning for Digital Pathology Saghir Alfasly A. Shafique Peyman Nejat Jibran A. Khan Areej Alsaafin Ghazal Alabtah H. R. Tizhoosh MedIm 24 6 0 14 Nov 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
Whole-slide-imaging Cancer Metastases Detection and Localization with Limited Tumorous Data Yinsheng He Xingyu Li MedIm 25 2 0 18 Mar 2023
Precise Location Matching Improves Dense Contrastive Learning in Digital Pathology Jingwei Zhang S. Kapse Ke Ma Prateek Prasanna Maria Vakalopoulou Joel H. Saltz Dimitris Samaras 26 9 0 23 Dec 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
WSSS4LUAD: Grand Challenge on Weakly-supervised Tissue Semantic Segmentation for Lung Adenocarcinoma Chu Han Xipeng Pan Lixu Yan Huan Lin Bingbing Li ... Chengda Lu Xin Chen C. Liang Qingling Zhang Zaiyi Liu 31 26 0 13 Apr 2022
Image Synthesis as a Pretext for Unsupervised Histopathological Diagnosis Dejan Štepec D. Skočaj MedIm 35 6 0 28 Apr 2021
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 279 10,348 0 12 Dec 2018