Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning

17 November 2020

Yin Li

Papers citing "Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning"

45 / 45 papers shown

Title
Few-Shot Learning from Gigapixel Images via Hierarchical Vision-Language Alignment and Modeling Bryan Wong Jong Woo Kim Huazhu Fu Mun Yi VLM 48 0 0 23 May 2025
Graph Mamba for Efficient Whole Slide Image Understanding Jiaxuan Lu Junyan Shi Yuhui Lin Fang Yan Yue Gao Shaoting Zhang Xiaosong Wang Mamba 90 0 0 23 May 2025
Denoising Mutual Knowledge Distillation in Bi-Directional Multiple Instance Learning Chen Shu Boyu Fu Yiman Li Ting Yin Wenchuan Zhang Jie Chen Yuhao Yi Hong Bu 63 0 0 17 May 2025
How Effective Can Dropout Be in Multiple Instance Learning ? Wenhui Zhu Peijie Qiu Xiwen Chen Zhangsihao Yang Aristeidis Sotiras Abolfazl Razi Yanjie Wang 51 0 0 21 Apr 2025
BioX-CPath: Biologically-driven Explainable Diagnostics for Multistain IHC Computational Pathology Amaya Gallagher-Syed Henry Senior Omnia Alwazzan Elena Pontarini Michele Bombardieri C. Pitzalis M. Lewis Michael Barnes Luca Rossi Gregory G. Slabaugh 73 0 0 26 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 78 0 0 25 Mar 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 118 9 0 12 Feb 2025
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 390 1 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 Chong Chen 99 0 0 22 Nov 2024
HMIL: Hierarchical Multi-Instance Learning for Fine-Grained Whole Slide Image Classification Cheng Jin Luyang Luo Huangjing Lin Jun Hou Hao Chen 77 4 0 12 Nov 2024
Robust image representations with counterfactual contrastive learning Mélanie Roschewitz Fabio De Sousa Ribeiro Tian Xia G. Khara Ben Glocker OOD MedIm 63 2 0 16 Sep 2024
GRASP: GRAph-Structured Pyramidal Whole Slide Image Representation Ali Khajegili Mirabadi Graham Archibald Amirali Darbandsari A. Contreras-Sanz Ramin Nakhli ... C. Gilks Peter C Black Gang Wang H. Farahani A. Bashashati 49 5 0 06 Feb 2024
Self-Supervision Closes the Gap Between Weak and Strong Supervision in Histology Olivier Dehaene Axel Camara O. Moindrot Axel de Lavergne P. Courtiol 49 69 0 07 Dec 2020
Self-Path: Self-supervision for Classification of Pathology Images with Limited Annotations Navid Alemi Koohbanani Balagopal Unnikrishnan S. Khurram Pavitra Krishnaswamy Nasir M. Rajpoot SSL 51 164 0 12 Aug 2020
SOS: Selective Objective Switch for Rapid Immunofluorescence Whole Slide Image Classification Sam Maksoud Kun-li Zhao Peter Hobson A. Jennings Brian C. Lovell 27 29 0 11 Mar 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 142 18,523 0 13 Feb 2020
Multi-scale Domain-adversarial Multiple-instance CNN for Cancer Subtype Classification with Unannotated Histopathological Images Noriaki Hashimoto D. Fukushima R. Koga Yusuke Takagi Kaho Ko K. Kohno Masato Nakaguro S. Nakamura H. Hontani Ichiro Takeuchi MedIm 31 183 0 06 Jan 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 75 11,959 0 13 Nov 2019
Semi-Supervised Histology Classification using Deep Multiple Instance Learning and Contrastive Predictive Coding Ming Y. Lu Richard J. Chen Jingwen Wang Debora Dillon Faisal Mahmood SSL 43 95 0 23 Oct 2019
CAMEL: A Weakly Supervised Learning Framework for Histopathology Image Segmentation Gang Xu Zhigang Song Zhuo Sun Calvin Ku Zhe Yang Cancheng Liu Shuhao Wang Jianpeng Ma Wenyuan Xu MedIm 42 141 0 28 Aug 2019
Asymmetric Non-local Neural Networks for Semantic Segmentation Zhen Zhu Mengde Xu S. Bai Tengteng Huang X. Bai 123 608 0 21 Aug 2019
Multiple instance learning with graph neural networks Ming Tu Jing Huang Xiaodong He Bowen Zhou 22 59 0 12 Jun 2019
Adaptive Weighting Multi-Field-of-View CNN for Semantic Segmentation in Pathology Hiroki Tokunaga Y. Teramoto Akihiko Yoshizawa Ryoma Bise 33 118 0 12 Apr 2019
C-MIL: Continuation Multiple Instance Learning for Weakly Supervised Object Detection Fang Wan Chang-rui Liu Wei Ke Xiangyang Ji Jianbin Jiao QiXiang Ye WSOD 38 229 0 11 Apr 2019
Cluster-Based Learning from Weakly Labeled Bags in Digital Pathology Shazia Akbar Anne L. Martel 13 5 0 28 Nov 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 191 10,152 0 10 Jul 2018
Attention-based Deep Multiple Instance Learning Maximilian Ilse Jakub M. Tomczak Max Welling 107 1,779 0 13 Feb 2018
Non-local Neural Networks Xinyu Wang Ross B. Girshick Abhinav Gupta Kaiming He OffRL 170 8,867 0 21 Nov 2017
Dynamic Routing Between Capsules S. Sabour Nicholas Frosst Geoffrey E. Hinton 60 4,584 0 26 Oct 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 278 129,831 0 12 Jun 2017
Multiple Instance Detection Network with Online Instance Classifier Refinement Peng Tang Xinggang Wang X. Bai Wenyu Liu WSOD 45 440 0 01 Apr 2017
Detecting Cancer Metastases on Gigapixel Pathology Images Yun-Hui Liu Krishna Gadepalli Mohammad Norouzi George E. Dahl Timo Kohlberger ... Phil Q. Nelson G. Corrado J. Hipp L. Peng Martin C. Stumpe MedIm LM&MA 53 638 0 03 Mar 2017
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 517 10,699 0 19 Feb 2017
Multiple Instance Learning: A Survey of Problem Characteristics and Applications M. Carbonneau Veronika Cheplygina Eric Granger G. Gagnon 37 618 0 11 Dec 2016
Feature Pyramid Networks for Object Detection Nayeon Lee Piotr Dollár Ross B. Girshick Kaiming He Bharath Hariharan Serge J. Belongie ObjD 384 21,951 0 09 Dec 2016
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas Guibas 3DH 3DPC 3DV PINN 361 14,191 0 02 Dec 2016
Revisiting Multiple Instance Neural Networks Xinggang Wang Yongluan Yan Peng Tang X. Bai Wenyu Liu 71 441 0 08 Oct 2016
SGDR: Stochastic Gradient Descent with Warm Restarts I. Loshchilov Frank Hutter ODL 192 8,030 0 13 Aug 2016
Deep Learning for Identifying Metastatic Breast Cancer Dayong Wang A. Khosla Rishab Gargeya H. Irshad Andrew H. Beck MedIm 44 940 0 18 Jun 2016
Gland Segmentation in Colon Histology Images: The GlaS Challenge Contest K. Sirinukunwattana J. Pluim Hao Chen Xiaojuan Qi Pheng-Ann Heng ... Philipp Kainz Michael Pfeiffer M. Urschler David R. J. Snead Nasir M. Rajpoot 48 792 0 01 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 998 192,638 0 10 Dec 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 865 76,547 0 18 May 2015
Patch-based Convolutional Neural Network for Whole Slide Tissue Image Classification L. Hou Dimitris Samaras Tahsin M. Kurc Yi Gao James E. Davis Joel H. Saltz MedIm 27 773 0 29 Apr 2015
Weakly Supervised Object Localization with Multi-fold Multiple Instance Learning R. G. Cinbis Jakob Verbeek Cordelia Schmid WSOD SSL 48 430 0 03 Mar 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 421 149,474 0 22 Dec 2014