RandStainNA: Learning Stain-Agnostic Features from Histology Slides by
Bridging Stain Augmentation and Normalization

RandStainNA: Learning Stain-Agnostic Features from Histology Slides by Bridging Stain Augmentation and Normalization

25 June 2022

Yiqing Shen

Papers citing "RandStainNA: Learning Stain-Agnostic Features from Histology Slides by Bridging Stain Augmentation and Normalization"

18 / 18 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
Pathology Image Restoration via Mixture of Prompts Jiangdong Cai Yan Chen Zhenrong Shen Haotian Jiang Honglin Xiong Kai Xuan Lichi Zhang Qian Wang MedIm 53 0 0 16 Mar 2025
LSA: Latent Style Augmentation Towards Stain-Agnostic Cervical Cancer Screening Jiangdong Cai Haotian Jiang Zhenrong Shen Yonghao Li Honglin Xiong Lichi Zhang Qian Wang 50 0 0 09 Mar 2025
Are nuclear masks all you need for improved out-of-domain generalisation? A closer look at cancer classification in histopathology Dhananjay Tomar Alexander Binder Andreas Kleppe 39 0 0 14 Nov 2024
SRA: A Novel Method to Improve Feature Embedding in Self-supervised Learning for Histopathological Images Hamid Manoochehri Bodong Zhang Beatrice Knudsen Tolga Tasdizen 29 1 0 23 Oct 2024
Understanding Stain Separation Improves Cross-Scanner Adenocarcinoma Segmentation with Joint Multi-Task Learning Ho Heon Kim Won Chan Jeong Young Shin Ko Young Jin Park OOD 14 0 0 20 Sep 2024
Virchow2: Scaling Self-Supervised Mixed Magnification Models in Pathology Eric Zimmermann Eugene Vorontsov Julian Viret Adam Casson Michal Zelechowski ... Razik Yousfi Thomas J. Fuchs Nicolò Fusi Siqi Liu Kristen Severson MedIm 41 30 0 01 Aug 2024
PathAlign: A vision-language model for whole slide images in histopathology Faruk Ahmed Andrew Sellergren Lin Yang Shawn Xu Boris Babenko ... S. Shetty Daniel Golden Yun-Hui Liu David F. Steiner Ellery Wulczyn LM&MA VLM 36 15 0 27 Jun 2024
Hibou: A Family of Foundational Vision Transformers for Pathology Dmitry Nechaev Alexey Pchelnikov Ekaterina Ivanova 30 24 0 07 Jun 2024
Data-Centric Foundation Models in Computational Healthcare: A Survey Yunkun Zhang Jin Gao Zheling Tan Lingfeng Zhou Kexin Ding Mu Zhou Shaoting Zhang Dequan Wang AI4CE 39 22 0 04 Jan 2024
Data-Efficient Multimodal Fusion on a Single GPU Noël Vouitsis Zhaoyan Liu S. Gorti Valentin Villecroze Jesse C. Cresswell Guangwei Yu G. Loaiza-Ganem M. Volkovs 51 3 0 15 Dec 2023
Stain Consistency Learning: Handling Stain Variation for Automatic Digital Pathology Segmentation Michael Yeung Todd Watts Sean YW Tan Pedro F. Ferreira Andrew D. Scott S. Nielles-Vallespin Guang Yang 25 0 0 11 Nov 2023
Improving Performance in Colorectal Cancer Histology Decomposition using Deep and Ensemble Machine Learning Fabi Prezja L. Annala Sampsa Kiiskinen Suvi Lahtinen Timo Ojala Pekka Ruusuvuori Teijo Kuopio 16 12 0 25 Oct 2023
Domain-specific optimization and diverse evaluation of self-supervised models for histopathology Jeremy Lai Faruk Ahmed Supriya Vijay Tiam Jaroensri Jessica Loo ... Jonathan Krause Yun-Hui Liu Po-Hsuan Cameron Chen Ellery Wulczyn David F. Steiner 38 7 0 20 Oct 2023
Self-supervised Representation Learning From Random Data Projectors Yi Sui Tongzi Wu Jesse C. Cresswell Ga Wu George Stein Xiao Shi Huang Xiaochen Zhang M. Volkovs 32 10 0 11 Oct 2023
A Laplacian Pyramid Based Generative H&E Stain Augmentation Network Fangda Li Zhiqiang Hu Wen Chen A. Kak MedIm 22 3 0 23 May 2023
Improving Stain Invariance of CNNs for Segmentation by Fusing Channel Attention and Domain-Adversarial Training Kudaibergen Abutalip Numan Saeed Mustaqeem Khan Abdulmotaleb El Saddik 23 2 0 22 Apr 2023
Benchmarking Self-Supervised Learning on Diverse Pathology Datasets Mingu Kang Heon Song Seonwook Park Donggeun Yoo Sérgio Pereira 13 129 0 09 Dec 2022