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 / 147 papers shown

Title
Advancing Multiple Instance Learning with Continual Learning for Whole Slide Imaging Xianrui Li Yufei Cui Jun Li Antoni B. Chan CLL VLM 25 0 0 15 May 2025
SimMIL: A Universal Weakly Supervised Pre-Training Framework for Multi-Instance Learning in Whole Slide Pathology Images Yicheng Song Tiancheng Lin Die Peng Su Yang Yi Xu MedIm 31 0 0 10 May 2025
Lifelong Whole Slide Image Analysis: Online Vision-Language Adaptation and Past-to-Present Gradient Distillation Doanh C. Bui H. Pham V. Le T. Vu Van Duy Tran Khang Phuoc-Quy Nguyen Y. Nakashima CLL MedIm 29 0 0 04 May 2025
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
ZeroSlide: Is Zero-Shot Classification Adequate for Lifelong Learning in Whole-Slide Image Analysis in the Era of Pathology Vision-Language Foundation Models? Doanh C. Bui H. Pham V. Le Tuan Hai Vu Van Duy Tran Y. Nakashima VLM 38 1 0 22 Apr 2025
How Effective Can Dropout Be in Multiple Instance Learning ? Wenhui Zhu Peijie Qiu Xiwen Chen Zhangsihao Yang Aristeidis Sotiras Abolfazl Razi Yunhong Wang 32 0 0 21 Apr 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 41 0 0 16 Apr 2025
AdaMHF: Adaptive Multimodal Hierarchical Fusion for Survival Prediction S. Zhang Xun Lin Rongxiang Zhang Yu Bai Yong Xu Tao Tan Xunbin Zheng Zitong Yu 41 0 0 27 Mar 2025
VGAT: A Cancer Survival Analysis Framework Transitioning from Generative Visual Question Answering to Genomic Reconstruction Zizhi Chen Minghao Han Xukun Zhang Shuwei Ma Tao Liu Xing Wei Li Zhang 44 0 0 25 Mar 2025
PSA-MIL: A Probabilistic Spatial Attention-Based Multiple Instance Learning for Whole Slide Image Classification Sharon Peled Y. Maruvka Moti Freiman 44 0 0 20 Mar 2025
HySurvPred: Multimodal Hyperbolic Embedding with Angle-Aware Hierarchical Contrastive Learning and Uncertainty Constraints for Survival Prediction Jiaqi Yang Wenting Chen Xiaohan Xing Sean He Xiaoling Luo Xinheng Lyu LinLin Shen Guoping Qiu 62 0 0 18 Mar 2025
SMILE: a Scale-aware Multiple Instance Learning Method for Multicenter STAS Lung Cancer Histopathology Diagnosis Liangrui Pan Xiaoyu Li Yutao Dou Qiya Song Jiadi Luo Qingchun Liang Shaoliang Peng 43 0 0 18 Mar 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 53 0 0 16 Mar 2025
Leveraging Vision-Language Embeddings for Zero-Shot Learning in Histopathology Images M. Rahaman Ewan K. A. Millar Erik H. W. Meijering VLM 64 0 0 13 Mar 2025
WeakSupCon: Weakly Supervised Contrastive Learning for Encoder Pre-training Bodong Zhang Hamid Manoochehri Beatrice S. Knudsen Tolga Tasdizen SSL 73 0 0 06 Mar 2025
Distilled Prompt Learning for Incomplete Multimodal Survival Prediction Yingxue Xu Fengtao Zhou Chenyu Zhao Yihui Wang Can Yang Hao Chen VLM OffRL 52 0 0 03 Mar 2025
Multimodal Distillation-Driven Ensemble Learning for Long-Tailed Histopathology Whole Slide Images Analysis Xitong Ling Yifeng Ping Jiawen Li Jing Peng Yuxuan Chen ... Yunhong Wang Yonghong He Tian Guan Xiaoping Liu Lianghui Zhu 34 0 0 02 Mar 2025
Can We Simplify Slide-level Fine-tuning of Pathology Foundation Models? Jiawen Li Jiali Hu Qiehe Sun Renao Yan Minxi Ouyang Tian Guan Anjia Han Chao He Yonghong He MedIm 66 0 0 28 Feb 2025
Fast and Accurate Gigapixel Pathological Image Classification with Hierarchical Distillation Multi-Instance Learning Jiuyang Dong Junjun Jiang Kui Jiang Jiahan Li Yongbing Zhang 45 0 0 28 Feb 2025
ViLa-MIL: Dual-scale Vision-Language Multiple Instance Learning for Whole Slide Image Classification Jiangbo Shi Chen Li Tieliang Gong Yefeng Zheng Huazhu Fu VLM 65 7 0 12 Feb 2025
Multi-Instance Partial-Label Learning with Margin Adjustment Wei Tang Yin-Fang Yang Zhaofei Wang W. Zhang M. Zhang 73 0 0 22 Jan 2025
A Multi-Modal Deep Learning Framework for Pan-Cancer Prognosis Binyu Zhang Shichao Li Junpeng Jian Zhu Meng Limei Guo Zhicheng Zhao 39 0 0 13 Jan 2025
xMIL: Insightful Explanations for Multiple Instance Learning in Histopathology Julius Hense M. J. Idaji Oliver Eberle Thomas Schnake Jonas Dippel Laure Ciernik Oliver Buchstab Andreas Mock Frederick Klauschen Klaus-Robert Müller 51 3 0 08 Jan 2025
Feature-interactive Siamese graph encoder-based image analysis to predict STAS from histopathology images in lung cancer Liangrui Pan Qingchun Liang Wenwu Zeng Yijun Peng Zhenyu Zhao Yiyi Liang Jiadi Luo Xiang Wang Shaoliang Peng 69 2 0 22 Nov 2024
RankByGene: Gene-Guided Histopathology Representation Learning Through Cross-Modal Ranking Consistency Wentao Huang Meilong Xu Xiaoling Hu Shahira Abousamra Aniruddha Ganguly ... Prateek Prasanna Tahsin M. Kurc Joel H. Saltz Michael L. Miller Cheng Chen 81 0 0 22 Nov 2024
FOCUS: Knowledge-enhanced Adaptive Visual Compression for Few-shot Whole Slide Image Classification Zhengrui Guo Conghao Xiong Jiabo Ma Qichen Sun Lishuang Feng Jinzhuo Wang Hao Chen 182 0 0 22 Nov 2024
Towards a Comprehensive Benchmark for Pathological Lymph Node Metastasis in Breast Cancer Sections Xitong Ling Yuanyuan Lei Jiawen Li Junru Cheng Wenting Huang Tian Guan Jian Guan Yonghong He 26 4 0 16 Nov 2024
Free Lunch in Pathology Foundation Model: Task-specific Model Adaptation with Concept-Guided Feature Enhancement Yanyan Huang Weiqin Zhao Yihang Chen Yu Fu Lequan Yu MedIm 37 2 0 15 Nov 2024
HMIL: Hierarchical Multi-Instance Learning for Fine-Grained Whole Slide Image Classification C. Jin Luyang Luo Huangjing Lin Jun Hou Hao Chen 47 3 0 12 Nov 2024
SRA: A Novel Method to Improve Feature Embedding in Self-supervised Learning for Histopathological Images Hamid Manoochehri Bodong Zhang Beatrice S. Knudsen Tolga Tasdizen 26 1 0 23 Oct 2024
Rethinking Transformer for Long Contextual Histopathology Whole Slide Image Analysis Honglin Li Yunlong Zhang Pingyi Chen Zhongyi Shui Chenglu Zhu Lin Yang MedIm 41 4 0 18 Oct 2024
Beyond Labels: A Self-Supervised Framework with Masked Autoencoders and Random Cropping for Breast Cancer Subtype Classification Annalisa Chiocchetti Marco Dossena Christopher Irwin Luigi Portinale 26 0 0 15 Oct 2024
MECFormer: Multi-task Whole Slide Image Classification with Expert Consultation Network Doanh C. Bui Jin Tae Kwak DiffM MedIm 23 0 0 06 Oct 2024
Sm: enhanced localization in Multiple Instance Learning for medical imaging classification Francisco M. Castro-Macías Pablo Morales-Álvarez Yunan Wu Rafael Molina Aggelos K. Katsaggelos 30 1 0 04 Oct 2024
Hard Negative Sample Mining for Whole Slide Image Classification Wentao Huang Xiaoling Hu Shahira Abousamra Prateek Prasanna Chao Chen VLM 31 5 0 03 Oct 2024
Computational Pathology for Accurate Prediction of Breast Cancer Recurrence: Development and Validation of a Deep Learning-based Tool Ziyu Su Yongxin Guo Robert Wesolowski Gary Tozbikian Nathaniel S. O'Connell M. Niazi M. Gürcan OOD 38 0 0 23 Sep 2024
Multi-Cohort Framework with Cohort-Aware Attention and Adversarial Mutual-Information Minimization for Whole Slide Image Classification Sharon Peled Y. Maruvka Moti Freiman 28 1 0 17 Sep 2024
Efficient Classification of Histopathology Images Mohammad Iqbal Nouyed Mary-Anne Hartley Gianfranco Doretto Donald Adjeroh 28 0 0 08 Sep 2024
CanvOI, an Oncology Intelligence Foundation Model: Scaling FLOPS Differently Jonathan Zalach Inbal Gazy Assaf Avinoam Ron Sinai Eran Shmuel Inbar Gilboa Christine Swisher Naim Matasci Reva Basho David B. Agus 38 0 0 04 Sep 2024
Exploiting Conjugate Label Information for Multi-Instance Partial-Label Learning Wei Tang Weijia Zhang Min-Ling Zhang 24 3 0 26 Aug 2024
MergeUp-augmented Semi-Weakly Supervised Learning for WSI Classification Mingxi Ouyang Yuqiu Fu Renao Yan Shanshan Shi Xitong Ling Lianghui Zhu Yonghong He Tian Guan 33 3 0 23 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 50 1 0 15 Aug 2024
Rethinking Pre-Trained Feature Extractor Selection in Multiple Instance Learning for Whole Slide Image Classification Bryan Wong MunYong Yi Mun Yong Yi VLM 61 0 0 02 Aug 2024
MicroMIL: Graph-based Contextual Multiple Instance Learning for Patient Diagnosis Using Microscopy Images JongWoo Kim Bryan Wong Y. Ko MunYong Yi MunYong Yi 39 0 0 31 Jul 2024
Distilling High Diagnostic Value Patches for Whole Slide Image Classification Using Attention Mechanism Tianhang Nan Hao Quan Yong Ding Xingyu Li Kai Yang Xiaoyu Cui 22 0 0 29 Jul 2024
Large-scale cervical precancerous screening via AI-assisted cytology whole slide image analysis Honglin Li Yusuan Sun Chenglu Zhu Yunlong Zhang Shichuan Zhang ... Pingyi Chen Jingxiong Li Sunyi Zheng Can Cui Lin Yang 45 3 0 28 Jul 2024
Histopathology image embedding based on foundation models features aggregation for patient treatment response prediction Bilel Guetarni Féryal Windal H. Benhabiles Mahfoud Chaibi Romain Dubois Emmanuelle Leteurtre Dominique Collard MedIm 32 0 0 23 Jul 2024
MapDistill: Boosting Efficient Camera-based HD Map Construction via Camera-LiDAR Fusion Model Distillation Xiaoshuai Hao Ruikai Li Hui Zhang Dingzhe Li Rong Yin Sangil Jung Seungsang Park ByungIn Yoo Haimei Zhao Jing Zhang 40 7 0 16 Jul 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 61 6 0 15 Jul 2024