DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification

22 March 2022

Papers citing "DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification"

50 / 146 papers shown

Title
Benchmarking Embedding Aggregation Methods in Computational Pathology: A Clinical Data Perspective Shengjia Chen Gabriele Campanella Abdulkadir Elmas A. Stock Jennifer Zeng ... Adam J. Schoenfeld Kuan-lin Huang Jane Houldsworth Chad M. Vanderbilt Thomas J. Fuchs 39 3 0 10 Jul 2024
FALFormer: Feature-aware Landmarks self-attention for Whole-slide Image Classification Doanh C. Bui T. Vuong Jin Tae Kwak MedIm 26 1 0 10 Jul 2024
HAMIL-QA: Hierarchical Approach to Multiple Instance Learning for Atrial LGE MRI Quality Assessment K. M. A. Sultan Md Hasibul Husain Hisham Benjamin A. Orkild Alan Morris Eugene Kholmovski E. Bieging Eugene Kwan Ravi Ranjan Ed DiBella Shireen Elhabian 17 0 0 09 Jul 2024
WSI-VQA: Interpreting Whole Slide Images by Generative Visual Question Answering Pingyi Chen Chenglu Zhu Sunyi Zheng Honglin Li Lin Yang 45 6 0 08 Jul 2024
DGR-MIL: Exploring Diverse Global Representation in Multiple Instance Learning for Whole Slide Image Classification Wenhui Zhu Xiwen Chen Peijie Qiu Aristeidis Sotiras Abolfazl Razi Yalin Wang 32 5 0 04 Jul 2024
Prompting Whole Slide Image Based Genetic Biomarker Prediction Ling Zhang Boxiang Yun Xingran Xie Qingli Li Xinxing Li Yan Wang MedIm 24 3 0 26 Jun 2024
Semi-supervised variational autoencoder for cell feature extraction in multiplexed immunofluorescence images P. Sandarenu Julia Chen I. Šlapetová Lois Browne Peter H. Graham A. Swarbrick Ewan K. A. Millar Yang Song Erik H. W. Meijering 22 1 0 22 Jun 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
MoME: Mixture of Multimodal Experts for Cancer Survival Prediction Conghao Xiong Hao Chen Hao Zheng Dong Wei Yefeng Zheng Joseph J. Y. Sung Irwin King MoE 29 10 0 14 Jun 2024
Memory-Efficient Sparse Pyramid Attention Networks for Whole Slide Image Analysis Weiyi Wu Chongyang Gao Xinwen Xu Siting Li Jiang Gui 32 0 0 13 Jun 2024
CPLIP: Zero-Shot Learning for Histopathology with Comprehensive Vision-Language Alignment Sajid Javed Arif Mahmood I. I. Ganapathi Fayaz Ali Dharejo N. Werghi Mohammed Bennamoun VLM LM&MA 37 11 0 07 Jun 2024
Enhancing Multimodal Large Language Models with Multi-instance Visual Prompt Generator for Visual Representation Enrichment Wenliang Zhong Wenyi Wu Qi Li Rob Barton Boxin Du Shioulin Sam Karim Bouyarmane Ismail B. Tutar Junzhou Huang 25 3 0 05 Jun 2024
Task-oriented Embedding Counts: Heuristic Clustering-driven Feature Fine-tuning for Whole Slide Image Classification Xuenian Wang Shanshan Shi Renao Yan Qiehe Sun Lianghui Zhu Tian Guan Yonghong He 19 0 0 02 Jun 2024
Self-Contrastive Weakly Supervised Learning Framework for Prognostic Prediction Using Whole Slide Images Saul Fuster Farbod Khoraminia Julio Silva-Rodríguez Umay Kiraz Geert J.L.H. Leenders T. Eftestøl Valery Naranjo Emiel A. M. Janssen T. Zuiverloon K. Engan MedIm 24 0 0 24 May 2024
Morphological Prototyping for Unsupervised Slide Representation Learning in Computational Pathology Andrew H. Song Richard J. Chen Tong Ding Drew F. K. Williamson Guillaume Jaume Faisal Mahmood MedIm 41 27 0 19 May 2024
Transcriptomics-guided Slide Representation Learning in Computational Pathology Guillaume Jaume Lukas Oldenburg Anurag J. Vaidya Richard J. Chen Drew F. K. Williamson Thomas Peeters Andrew H. Song Faisal Mahmood 40 22 0 19 May 2024
FORESEE: Multimodal and Multi-view Representation Learning for Robust Prediction of Cancer Survival Liangrui Pan Yijun Peng Yan Li Yiyi Liang Liwen Xu Qingchun Liang Shaoliang Peng 34 0 0 13 May 2024
TimeMIL: Advancing Multivariate Time Series Classification via a Time-aware Multiple Instance Learning Xiwen Chen Peijie Qiu Wenhui Zhu Huayu Li Hao Wang Aristeidis Sotiras Yalin Wang Abolfazl Razi AI4TS 29 7 0 06 May 2024
Vim4Path: Self-Supervised Vision Mamba for Histopathology Images Ali Nasiri-Sarvi Vincent Quoc-Huy Trinh Hassan Rivaz Mahdi S. Hosseini 33 6 0 20 Apr 2024
Pre-processing matters: A segment search method for WSI classification Jun Wang Yufei Cui Yu Mao Nan Guan Chun Jason Xue 22 0 0 17 Apr 2024
Cohort-Individual Cooperative Learning for Multimodal Cancer Survival Analysis Huajun Zhou Fengtao Zhou Hao Chen 19 3 0 03 Apr 2024
iMD4GC: Incomplete Multimodal Data Integration to Advance Precise Treatment Response Prediction and Survival Analysis for Gastric Cancer Fengtao Zhou Ying Xu Yanfen Cui Shenyang Zhang Yun Zhu ... Louis Ho Shing Lau Chu Han Dafu Zhang Zhenhui Li Hao Chen 30 1 0 01 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
Towards Efficient Information Fusion: Concentric Dual Fusion Attention Based Multiple Instance Learning for Whole Slide Images Yujian Liu Ruoxuan Wu Xinjie Shen Zihuang Lu Lingyu Liang Haiyu Zhou Shipu Xu Shaoai Cai Shidang Xu MedIm 29 0 0 21 Mar 2024
Prompt-Guided Adaptive Model Transformation for Whole Slide Image Classification Yi-Mou Lin Zhengjie Zhu Kwang-Ting Cheng Hao Chen VLM MedIm 17 3 0 19 Mar 2024
Histo-Genomic Knowledge Distillation For Cancer Prognosis From Histopathology Whole Slide Images Zhikang Wang Yumeng Zhang Yingxue Xu S. Imoto Hao Chen Jiangning Song 25 6 0 15 Mar 2024
Dynamic Graph Representation with Knowledge-aware Attention for Histopathology Whole Slide Image Analysis Jiawen Li Yuxuan Chen Hongbo Chu Qiehe Sun Tian Guan Anjia Han Yonghong He 24 25 0 12 Mar 2024
MambaMIL: Enhancing Long Sequence Modeling with Sequence Reordering in Computational Pathology Shu Yang Yihui Wang Hao Chen Mamba 19 30 0 11 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
HistGen: Histopathology Report Generation via Local-Global Feature Encoding and Cross-modal Context Interaction Zhengrui Guo Jiabo Ma Ying Xu Yihui Wang Liansheng Wang Hao Chen 50 16 0 08 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
Generalizable Whole Slide Image Classification with Fine-Grained Visual-Semantic Interaction Hao Li Ying Chen Yifei Chen Wenxian Yang Bowen Ding Yuchen Han Liansheng Wang Rongshan Yu 31 15 0 29 Feb 2024
Feature Re-Embedding: Towards Foundation Model-Level Performance in Computational Pathology Wenhao Tang Fengtao Zhou Shengyue Huang Xiang Zhu Yi Zhang Bo Liu 32 20 0 27 Feb 2024
Multiple Instance Learning for Glioma Diagnosis using Hematoxylin and Eosin Whole Slide Images: An Indian Cohort Study Ekansh Chauhan Amit Sharma M. Uppin C. V. Jawahar P. K. Vinod 27 0 0 24 Feb 2024
Compact and De-biased Negative Instance Embedding for Multi-Instance Learning on Whole-Slide Image Classification Joohyung Lee Heejeong Nam Kwanhyung Lee Sangchul Hahn 12 2 0 16 Feb 2024
BoNuS: Boundary Mining for Nuclei Segmentation with Partial Point Labels Yi-Mou Lin Zeyu Wang Dong-Ming Zhang Kwang-Ting Cheng Hao Chen 39 7 0 15 Jan 2024
MIVC: Multiple Instance Visual Component for Visual-Language Models Wenyi Wu Qi Li Leon Wenliang Zhong Junzhou Huang 29 3 0 28 Dec 2023
Shapley Values-enabled Progressive Pseudo Bag Augmentation for Whole Slide Image Classification Renao Yan Qiehe Sun Cheng Jin Yiqing Liu Yonghong He Tian Guan Hao Chen 35 8 0 09 Dec 2023
Rethinking Multiple Instance Learning for Whole Slide Image Classification: A Bag-Level Classifier is a Good Instance-Level Teacher Hongyi Wang Luyang Luo Fang Wang Ruofeng Tong Yen-Wei Chen Hongjie Hu Lanfen Lin Hao Chen VLM 30 4 0 02 Dec 2023
Slot-Mixup with Subsampling: A Simple Regularization for WSI Classification Seongho Keum Sanghyun Kim Soojeong Lee Juho Lee 37 2 0 29 Nov 2023
WsiCaption: Multiple Instance Generation of Pathology Reports for Gigapixel Whole-Slide Images Pingyi Chen Honglin Li Chenglu Zhu Sunyi Zheng Zhongyi Shui Lin Yang 21 5 0 27 Nov 2023
Segmentation of diagnostic tissue compartments on whole slide images with renal thrombotic microangiopathies (TMAs) H. Q. Vo P. Cicalese Surya V Seshan Syed A. Rizvi Aneesh Vathul ... A. Barreca S. Sciascia Chandra Mohan Hien V. Nguyen Jan Becker 20 2 0 25 Nov 2023
Long-MIL: Scaling Long Contextual Multiple Instance Learning for Histopathology Whole Slide Image Analysis Honglin Li Yunlong Zhang Chenglu Zhu Jiatong Cai Sunyi Zheng Lin Yang VLM 27 4 0 21 Nov 2023
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
Attention-Challenging Multiple Instance Learning for Whole Slide Image Classification Yunlong Zhang Honglin Li Yuxuan Sun Sunyi Zheng Chenglu Zhu Lin Yang 14 26 0 13 Nov 2023
MixUp-MIL: A Study on Linear & Multilinear Interpolation-Based Data Augmentation for Whole Slide Image Classification M. Gadermayr Lukas Koller M. Tschuchnig Lea Maria Stangassinger Christina Kreutzer S. Couillard-Després G. Oostingh Anton Hittmair 27 0 0 06 Nov 2023
SC-MIL: Sparsely Coded Multiple Instance Learning for Whole Slide Image Classification Peijie Qiu Pan Xiao Wenhui Zhu Yalin Wang Aristeidis Sotiras 37 4 0 31 Oct 2023
Mixing Histopathology Prototypes into Robust Slide-Level Representations for Cancer Subtyping Joshua Butke Noriaki Hashimoto Ichiro Takeuchi H. Miyoshi Koichi Ohshima Jun Sakuma MedIm 23 0 0 19 Oct 2023
Data efficient deep learning for medical image analysis: A survey Suruchi Kumari Pravendra Singh 32 12 0 10 Oct 2023
CAMEL2: Enhancing weakly supervised learning for histopathology images by incorporating the significance ratio Gang Xu Shuhao Wang Lingyu Zhao Xiao Chen Tongwei Wang ... Wei Ba Zhigang Song Huaiyin Shi Dingrong Zhong Jianpeng Ma 16 1 0 09 Oct 2023