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

18 August 2022

Papers citing "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"

30 / 30 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 33 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 36 0 0 16 Apr 2025
A Multi-Stage Auto-Context Deep Learning Framework for Tissue and Nuclei Segmentation and Classification in H&E-Stained Histological Images of Advanced Melanoma Nima Torbati Anastasia Meshcheryakova Diana Mechtcheriakova Amirreza Mahbod 32 0 0 31 Mar 2025
MsaMIL-Net: An End-to-End Multi-Scale Aware Multiple Instance Learning Network for Efficient Whole Slide Image Classification Jiangping Wen Jinyu Wen Meie Fang 48 0 0 11 Mar 2025
Efficient Self-Supervised Grading of Prostate Cancer Pathology Riddhasree Bhattacharyya S. Das S. Mitra 29 0 0 28 Jan 2025
$Exploring learning environments for label\-efficient cancer diagnosis$ Exploring learning environments for label\-efficient cancer diagnosis Samta Rani T. Ahmad Sarfaraz Masood Chandni Saxena 18 0 0 15 Aug 2024
Advancing H&E-to-IHC Stain Translation in Breast Cancer: A Multi-Magnification and Attention-Based Approach Linhao Qu Chengsheng Zhang Guihui Li Haiyong Zheng Chen Peng Wei He DiffM 27 0 0 04 Aug 2024
Pathology-knowledge Enhanced Multi-instance Prompt Learning for Few-shot Whole Slide Image Classification Linhao Qu Dingkang Yang Dan Huang Qinhao Guo Rongkui Luo Shaoting Zhang Xiaosong Wang VLM 35 5 0 15 Jul 2024
Multi-Scale Heterogeneity-Aware Hypergraph Representation for Histopathology Whole Slide Images Minghao Han Xukun Zhang Dingkang Yang Tao Liu Haopeng Kuang Jinghui Feng Lihua Zhang 27 1 0 30 Apr 2024
Unsupervised Keypoints from Pretrained Diffusion Models Eric Hedlin Gopal Sharma Shweta Mahajan Xingzhe He Hossam N. Isack Abhishek Kar Helge Rhodin Andrea Tagliasacchi Kwang Moo Yi 8 7 0 29 Nov 2023
A comprehensive survey on deep active learning in medical image analysis Haoran Wang Q. Jin Shiman Li Siyu Liu Manning Wang Zhijian Song VLM 39 22 0 22 Oct 2023
Data efficient deep learning for medical image analysis: A survey Suruchi Kumari Pravendra Singh 19 12 0 10 Oct 2023
GenSelfDiff-HIS: Generative Self-Supervision Using Diffusion for Histopathological Image Segmentation Vishnuvardhan Purma Suhas Srinath Seshan Srirangarajan A. Kakkar Prathosh A.P. MedIm DiffM 17 1 0 04 Sep 2023
OpenAL: An Efficient Deep Active Learning Framework for Open-Set Pathology Image Classification Linhao Qu Yingfan Ma Zhiwei Yang Manning Wang Zhijian Song VLM LM&MA 27 8 0 11 Jul 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 19 15 0 05 Jul 2023
Visual Language Pretrained Multiple Instance Zero-Shot Transfer for Histopathology Images Ming Y. Lu Bowen Chen Andrew Zhang Drew F. K. Williamson Richard J. Chen Tong Ding L. Le Yung-Sung Chuang Faisal Mahmood VLM MedIm 17 67 0 13 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 22 21 0 29 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 16 12 0 02 Mar 2023
Towards more precise automatic analysis: a comprehensive survey of deep learning-based multi-organ segmentation Xiaoyu Liu Linhao Qu Ziyue Xie Jiayue Zhao Yonghong Shi Zhijian Song 21 5 0 01 Mar 2023
Bi-directional Weakly Supervised Knowledge Distillation for Whole Slide Image Classification Linhao Qu Xiao-Zhuo Luo Manning Wang Zhijian Song WSOD 13 57 0 07 Oct 2022
Multiple Instance Learning for Digital Pathology: A Review on the State-of-the-Art, Limitations & Future Potential M. Gadermayr M. Tschuchnig 11 57 0 09 Jun 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 258 7,337 0 11 Nov 2021
Self-supervised learning methods and applications in medical imaging analysis: A survey Saeed Shurrab R. Duwairi OOD 32 172 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 26 38 0 13 Sep 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 283 5,723 0 29 Apr 2021
Instance-aware Self-supervised Learning for Nuclei Segmentation Xinpeng Xie Jiawei Chen Yuexiang Li Linlin Shen Kai Ma Yefeng Zheng SSL 76 57 0 22 Jul 2020
Teacher-Student chain for efficient semi-supervised histology image classification Shayne Shaw Maciej Pajak Aneta Lisowska Sotirios A. Tsaftaris Alison Q. OÑeil 16 25 0 17 Mar 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 235 3,029 0 09 Mar 2020
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results Antti Tarvainen Harri Valpola OOD MoMe 244 1,279 0 06 Mar 2017
Classifying and Segmenting Microscopy Images Using Convolutional Multiple Instance Learning Oren Z. Kraus Lei Jimmy Ba B. Frey 146 390 0 17 Nov 2015