DGMIL: Distribution Guided Multiple Instance Learning for Whole Slide Image Classification

17 June 2022

Papers citing "DGMIL: Distribution Guided Multiple Instance Learning for Whole Slide Image Classification"

24 / 24 papers shown

Title
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
MExD: An Expert-Infused Diffusion Model for Whole-Slide Image Classification Jianwei Zhao Xin Li Fan Yang Qiang Zhai Ao Luo Yang Zhao Hong-wei Cheng Huazhu Fu DiffM MedIm 48 0 0 16 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
FAST: A Dual-tier Few-Shot Learning Paradigm for Whole Slide Image Classification Kexue Fu Xiaoyuan Luo Linhao Qu Shuo Wang Ying Xiong Ilias Maglogiannis Longxiang Gao Manning Wang 26 1 0 29 Sep 2024
Efficient Classification of Histopathology Images Mohammad Iqbal Nouyed Mary-Anne Hartley Gianfranco Doretto Donald Adjeroh 21 0 0 08 Sep 2024
Dataset Distillation for Histopathology Image Classification Cong Cong Shiyu Xuan Sidong Liu M. Pagnucco Shiliang Zhang Yang Song DD 28 0 0 19 Aug 2024
Advances in Multiple Instance Learning for Whole Slide Image Analysis: Techniques, Challenges, and Future Directions Jun Wang Yu Mao Nan Guan Chun Jason Xue 27 3 0 18 Aug 2024
Snuffy: Efficient Whole Slide Image Classifier Hossein Jafarinia Alireza Alipanah Danial Hamdi Saeed Razavi Nahal Mirzaie M. Rohban 3DH 38 1 0 15 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 41 6 0 15 Jul 2024
AEM: Attention Entropy Maximization for Multiple Instance Learning based Whole Slide Image Classification Yunlong Zhang Zhongyi Shui Yunxuan Sun Honglin Li Jingxiong Li Chenglu Zhu Lin Yang 31 0 0 18 Jun 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
Rethinking Attention-Based Multiple Instance Learning for Whole-Slide Pathological Image Classification: An Instance Attribute Viewpoint Linghan Cai Shenjin Huang Ye Zhang Jinpeng Lu Yongbing Zhang 23 1 0 30 Mar 2024
Dynamic Policy-Driven Adaptive Multi-Instance Learning for Whole Slide Image Classification Tingting Zheng Kui Jiang Hongxun Yao 29 2 0 09 Mar 2024
MamMIL: Multiple Instance Learning for Whole Slide Images with State Space Models Zijie Fang Yifeng Wang Zhi Wang Jian Andrew Zhang Xiangyang Ji Yongbing Zhang Mamba 34 6 0 08 Mar 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 16 3 0 29 Jan 2024
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 33 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 18 0 05 Jul 2023
ProMIL: Probabilistic Multiple Instance Learning for Medical Imaging Lukasz Struski Dawid Rymarczyk Arkadiusz Lewicki R. Sabiniewicz Jacek Tabor Bartosz Zieliñski 6 5 0 18 Jun 2023
Multi-level Multiple Instance Learning with Transformer for Whole Slide Image Classification Rui-qi Zhang Qiaozheng Zhang Yingzhuang Liu Hao Xin Y. Liu Xinggang Wang ViT MedIm 17 8 0 08 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 22 0 29 May 2023
TPMIL: Trainable Prototype Enhanced Multiple Instance Learning for Whole Slide Image Classification Litao Yang Deval Mehta Sidong Liu Dwarikanath Mahapatra A. Di Ieva Zongyuan Ge 24 5 0 01 May 2023
Bi-directional Weakly Supervised Knowledge Distillation for Whole Slide Image Classification Linhao Qu Xiao-Zhuo Luo Manning Wang Zhijian Song WSOD 21 57 0 07 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 15 56 0 18 Aug 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 258 7,412 0 11 Nov 2021