Weakly supervised multiple instance learning histopathological tumor segmentation

10 April 2020

Marion Classe

Papers citing "Weakly supervised multiple instance learning histopathological tumor segmentation"

43 / 43 papers shown

Title
Mamba2MIL: State Space Duality Based Multiple Instance Learning for Computational Pathology Yuqi Zhang Xiaoqian Zhang Jiakai Wang Yuancheng Yang Taiying Peng Chao Tong Mamba 50 0 0 27 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
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
Region of Interest Detection in Melanocytic Skin Tumor Whole Slide Images -- Nevus & Melanoma Yi Cui Yao Li Jayson R. Miedema S. Edmiston Sherif Farag J. S. Marron Nancy E. Thomas 25 1 0 16 May 2024
Prompt-Guided Adaptive Model Transformation for Whole Slide Image Classification Yi-Mou Lin Zhengjie Zhu Kwang-Ting Cheng Hao Chen VLM MedIm 19 3 0 19 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 34 25 0 12 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 33 15 0 29 Feb 2024
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
Mixed Models with Multiple Instance Learning Jan P. Engelmann Alessandro Palma Jakub M. Tomczak Fabian J Theis Francesco Paolo Casale 22 2 0 04 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
Improving Representation Learning for Histopathologic Images with Cluster Constraints Weiyi Wu Chongyang Gao Joseph DiPalma Soroush Vosoughi Saeed Hassanpour 37 3 0 18 Oct 2023
LaFiCMIL: Rethinking Large File Classification from the Perspective of Correlated Multiple Instance Learning Tiezhu Sun Weiguo Pian N. Daoudi Kevin Allix Tegawende F. Bissyande Jacques Klein 31 1 0 30 Jul 2023
HVTSurv: Hierarchical Vision Transformer for Patient-Level Survival Prediction from Whole Slide Image Zhucheng Shao Yang Chen Hao Bian Jian Andrew Zhang Guojun Liu Yongbing Zhang 12 18 0 30 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 29 8 0 08 Jun 2023
Unsupervised Mutual Transformer Learning for Multi-Gigapixel Whole Slide Image Classification S. Javed Arif Mahmood Talha Qaiser J. Bingler Markus Leippold ViT MedIm 27 6 0 03 May 2023
Exploring Visual Prompts for Whole Slide Image Classification with Multiple Instance Learning Yi-Mou Lin Zhongchen Zhao Zhengjie Zhu Lisheng Wang Kwang-Ting Cheng Hao Chen VLM 15 1 0 23 Mar 2023
Ins-ATP: Deep Estimation of ATP for Organoid Based on High Throughput Microscopic Images Xuesheng Bian Cheng-Yu Wang Shuting Chen Weiquan Liu Senmin Xu Jin Zhu Rugang Wang Zexin Chen Min Huang Gang Li MedIm LM&MA 8 1 0 13 Mar 2023
Interpretable HER2 scoring by evaluating clinical Guidelines through a weakly supervised, constrained Deep Learning Approach Manh Dan Pham C. Tilmant Stéphanie Petit I. Salmon S. Hadj Rutger Fick 20 9 0 17 Nov 2022
MixUp-MIL: Novel Data Augmentation for Multiple Instance Learning and a Study on Thyroid Cancer Diagnosis M. Gadermayr Lukas Koller M. Tschuchnig Lea Maria Stangassinger Christina Kreutzer S. Couillard-Després G. Oostingh Anton Hittmair 32 13 0 10 Nov 2022
Generative Adversarial Networks for Weakly Supervised Generation and Evaluation of Brain Tumor Segmentations on MR Images Jayeon Yoo Khashayar Namdar Matthias W. Wagner L. Nobre U. Tabori C. Hawkins B. Ertl-Wagner Farzad Khalvati GAN MedIm 13 0 0 10 Nov 2022
Region of Interest Detection in Melanocytic Skin Tumor Whole Slide Images Yi Cui Yao Li Jayson R. Miedema Sherif Farag J. S. Marron N. Thomas 8 1 0 29 Oct 2022
Iterative Patch Selection for High-Resolution Image Recognition Benjamin Bergner C. Lippert Aravindh Mahendran 20 12 0 24 Oct 2022
Multiple Instance Learning via Iterative Self-Paced Supervised Contrastive Learning Kangning Liu Weicheng Zhu Yiqiu Shen Sheng Liu N. Razavian Krzysztof J. Geras C. Fernandez‐Granda SSL 28 24 0 17 Oct 2022
Histopathological Image Classification based on Self-Supervised Vision Transformer and Weak Labels A. Gul Ozdemir Cetin Christoph Reich Tim Prangemeier Nadine Flinner Heinz Koeppl ViT MedIm 22 10 0 17 Oct 2022
Deep Superpixel Generation and Clustering for Weakly Supervised Segmentation of Brain Tumors in MR Images Jayeon Yoo Khashayar Namdar Farzad Khalvati 18 2 0 20 Sep 2022
HistoPerm: A Permutation-Based View Generation Approach for Improving Histopathologic Feature Representation Learning Joseph DiPalma Lorenzo Torresani Saeed Hassanpour AI4TS MedIm 22 2 0 13 Sep 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 25 56 0 18 Aug 2022
Gigapixel Whole-Slide Images Classification using Locally Supervised Learning Jingwei Zhang Xin Zhang Ke Ma Rajarsi R. Gupta Joel H. Saltz Maria Vakalopoulou Dimitris Samaras 24 24 0 17 Jul 2022
Lesion-Aware Contrastive Representation Learning for Histopathology Whole Slide Images Analysis Jun Li Yushan Zheng Kun-Hsuan Wu Jun Shi Feng-ying Xie Zhi-guo Jiang SSL 25 11 0 27 Jun 2022
Stain Based Contrastive Co-training for Histopathological Image Analysis Bodong Zhang Beatrice S. Knudsen Deepika Sirohi Alessandro Ferrero Tolga Tasdizen SSL 23 5 0 24 Jun 2022
Multiple Instance Learning for Digital Pathology: A Review on the State-of-the-Art, Limitations & Future Potential M. Gadermayr M. Tschuchnig 32 60 0 09 Jun 2022
A review of machine learning approaches, challenges and prospects for computational tumor pathology Liangrui Pan Zhichao Feng Shaoliang Peng AI4CE 19 7 0 31 May 2022
WSSS4LUAD: Grand Challenge on Weakly-supervised Tissue Semantic Segmentation for Lung Adenocarcinoma Chu Han Xipeng Pan Lixu Yan Huan Lin Bingbing Li ... Chengda Lu Xin Chen C. Liang Qingling Zhang Zaiyi Liu 33 28 0 13 Apr 2022
DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification Hongrun Zhang Y. Meng Yitian Zhao Yihong Qiao Xiaoyun Yang Sarah E Coupland Yalin Zheng 23 273 0 22 Mar 2022
Accounting for Dependencies in Deep Learning Based Multiple Instance Learning for Whole Slide Imaging Andriy Myronenko Ziyue Xu Dong Yang H. Roth Daguang Xu 14 48 0 01 Nov 2021
Multi-Layer Pseudo-Supervision for Histopathology Tissue Semantic Segmentation using Patch-level Classification Labels Chu Han Jiatai Lin Jinhai Mai Yi Wang Qingling Zhang ... Zeyan Xu Xiaomei Huang Guoqiang Han Chang-xiu Liang Zaiyi Liu 32 89 0 14 Oct 2021
Highdicom: A Python library for standardized encoding of image annotations and machine learning model outputs in pathology and radiology Christopher P. Bridge C. Gorman S. Pieper S. Doyle J. Lennerz Jayashree Kalpathy-Cramer David Clunie Andrey Fedorov M. Herrmann MedIm AI4CE 22 11 0 14 Jun 2021
TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification Zhucheng Shao Hao Bian Yang Chen Yifeng Wang Jian Andrew Zhang Xiangyang Ji Yongbing Zhang ViT MedIm 28 632 0 02 Jun 2021
Weakly supervised pan-cancer segmentation tool Marvin Lerousseau Marion Classe Enzo Battistella Théo Estienne T. Henry ... R. Sun Maria Vakalopoulou J. Scoazec Eric Deutsch Nikos Paragios 19 7 0 10 May 2021
SparseConvMIL: Sparse Convolutional Context-Aware Multiple Instance Learning for Whole Slide Image Classification Marvin Lerousseau Maria Vakalopoulou Eric Deutsch Nikos Paragios 17 20 0 06 May 2021
Vessel-CAPTCHA: an efficient learning framework for vessel annotation and segmentation Vien Ngoc Dang Francesco Galati Rosa Cortese G. Giacomo Viola Marconeto Pratek Mathur Karim Lekadir Marco Lorenzi F. Prados Maria A. Zuluaga MedIm 25 35 0 22 Jan 2021
Resolution-Based Distillation for Efficient Histology Image Classification Joseph DiPalma A. Suriawinata L. Tafe Lorenzo Torresani Saeed Hassanpour 35 35 0 11 Jan 2021
Multimodal brain tumor classification Marvin Lerousseau Eric Deutsch Nikos Paragios 11 7 0 03 Sep 2020