Communities
Connect sessions
AI calendar
Organizations
Join Slack
Contact Sales
Search
Open menu
Home
Papers
2004.05024
Cited By
v1
v2
v3
v4 (latest)
Weakly supervised multiple instance learning histopathological tumor segmentation
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2020
10 April 2020
Marvin Lerousseau
Maria Vakalopoulou
Marion Classe
J. Adam
Enzo Battistella
Alexandre Carré
Théo Estienne
T. Henry
Eric Deutsch
Nikos Paragios
Re-assign community
ArXiv (abs)
PDF
HTML
Github (137★)
Papers citing
"Weakly supervised multiple instance learning histopathological tumor segmentation"
43 / 43 papers shown
Mamba2MIL: State Space Duality Based Multiple Instance Learning for Computational Pathology
Yuqi Zhang
Xiaoqian Zhang
Jiakai Wang
Yuancheng Yang
Taiying Peng
Chao Tong
Mamba
312
5
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
326
17
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
367
2
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
150
1
0
16 May 2024
Prompt-Guided Adaptive Model Transformation for Whole Slide Image Classification
Yi Lin
Zhengjie Zhu
Kwang-Ting Cheng
Hao Chen
VLM
MedIm
202
5
0
19 Mar 2024
Dynamic Graph Representation with Knowledge-aware Attention for Histopathology Whole Slide Image Analysis
Computer Vision and Pattern Recognition (CVPR), 2024
Jiawen Li
Yuxuan Chen
Hongbo Chu
Qiehe Sun
Tian Guan
Anjia Han
Yonghong He
256
101
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
353
38
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
297
1
0
06 Nov 2023
Mixed Models with Multiple Instance Learning
International Conference on Artificial Intelligence and Statistics (AISTATS), 2023
Jan P. Engelmann
Alessandro Palma
Jakub M. Tomczak
Fabian J Theis
Francesco Paolo Casale
319
8
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
346
7
0
31 Oct 2023
Improving Representation Learning for Histopathologic Images with Cluster Constraints
IEEE International Conference on Computer Vision (ICCV), 2023
Weiyi Wu
Chongyang Gao
Joseph DiPalma
Soroush Vosoughi
Saeed Hassanpour
317
12
0
18 Oct 2023
LaFiCMIL: Rethinking Large File Classification from the Perspective of Correlated Multiple Instance Learning
International Conference on Applications of Natural Language to Data Bases (NLDB), 2023
Tiezhu Sun
Weiguo Pian
N. Daoudi
Kevin Allix
Tegawende F. Bissyande
Jacques Klein
487
4
0
30 Jul 2023
HVTSurv: Hierarchical Vision Transformer for Patient-Level Survival Prediction from Whole Slide Image
AAAI Conference on Artificial Intelligence (AAAI), 2023
Zhucheng Shao
Yang Chen
Hao Bian
Jian Zhang
Guojun Liu
Yongbing Zhang
250
43
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
Wenshu Fan
Xinggang Wang
ViT
MedIm
516
22
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
221
13
0
03 May 2023
Exploring Visual Prompts for Whole Slide Image Classification with Multiple Instance Learning
Yi Lin
Zhongchen Zhao
Zhengjie Zhu
Lisheng Wang
Kwang-Ting Cheng
Hao Chen
VLM
265
2
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
170
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
140
14
0
17 Nov 2022
MixUp-MIL: Novel Data Augmentation for Multiple Instance Learning and a Study on Thyroid Cancer Diagnosis
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022
M. Gadermayr
Lukas Koller
M. Tschuchnig
Lea Maria Stangassinger
Christina Kreutzer
S. Couillard-Després
G. Oostingh
Anton Hittmair
317
23
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
356
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
129
1
0
29 Oct 2022
Iterative Patch Selection for High-Resolution Image Recognition
International Conference on Learning Representations (ICLR), 2022
Benjamin Bergner
Christoph Lippert
Aravindh Mahendran
370
19
0
24 Oct 2022
Multiple Instance Learning via Iterative Self-Paced Supervised Contrastive Learning
Computer Vision and Pattern Recognition (CVPR), 2022
Kangning Liu
Weicheng Zhu
Yiqiu Shen
Sheng Liu
N. Razavian
Krzysztof J. Geras
C. Fernandez‐Granda
SSL
327
39
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
166
14
0
17 Oct 2022
Deep Superpixel Generation and Clustering for Weakly Supervised Segmentation of Brain Tumors in MR Images
BMC Medical Imaging (BMC Med Imaging), 2022
Jayeon Yoo
Khashayar Namdar
Farzad Khalvati
315
6
0
20 Sep 2022
HistoPerm: A Permutation-Based View Generation Approach for Improving Histopathologic Feature Representation Learning
Journal of Pathology Informatics (J Pathol Inform), 2022
Joseph DiPalma
Lorenzo Torresani
Saeed Hassanpour
AI4TS
MedIm
276
7
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
Physics in Medicine and Biology (PMB), 2022
Linhao Qu
Siyu Liu
Xiaoyu Liu
Manning Wang
Zhijian Song
266
80
0
18 Aug 2022
Gigapixel Whole-Slide Images Classification using Locally Supervised Learning
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022
Jingwei Zhang
Xin Zhang
Ke Ma
Rajarsi R. Gupta
Joel H. Saltz
Maria Vakalopoulou
Dimitris Samaras
276
25
0
17 Jul 2022
Lesion-Aware Contrastive Representation Learning for Histopathology Whole Slide Images Analysis
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022
Jun Li
Yushan Zheng
Kun-Hsuan Wu
Jun Shi
Feng-ying Xie
Zhi-guo Jiang
SSL
208
12
0
27 Jun 2022
Stain Based Contrastive Co-training for Histopathological Image Analysis
Bodong Zhang
Beatrice Knudsen
Deepika Sirohi
Alessandro Ferrero
Tolga Tasdizen
SSL
219
7
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
344
140
0
09 Jun 2022
A review of machine learning approaches, challenges and prospects for computational tumor pathology
Liangrui Pan
Zhichao Feng
Shaoliang Peng
AI4CE
273
9
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
342
48
0
13 Apr 2022
DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification
Computer Vision and Pattern Recognition (CVPR), 2022
Hongrun Zhang
Y. Meng
Yitian Zhao
Yihong Qiao
Xiaoyun Yang
Sarah E Coupland
Yalin Zheng
404
476
0
22 Mar 2022
Accounting for Dependencies in Deep Learning Based Multiple Instance Learning for Whole Slide Imaging
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2021
Andriy Myronenko
Ziyue Xu
Dong Yang
H. Roth
Daguang Xu
268
60
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
301
143
0
14 Oct 2021
Highdicom: A Python library for standardized encoding of image annotations and machine learning model outputs in pathology and radiology
Journal of digital imaging (JDI), 2021
Christopher P. Bridge
C. Gorman
S. Pieper
S. Doyle
J. Lennerz
Jayashree Kalpathy-Cramer
David Clunie
Andrey Fedorov
M. Herrmann
MedIm
AI4CE
204
16
0
14 Jun 2021
TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification
Neural Information Processing Systems (NeurIPS), 2021
Zhucheng Shao
Hao Bian
Yang Chen
Yifeng Wang
Jian Zhang
Xiangyang Ji
Yongbing Zhang
ViT
MedIm
554
1,139
0
02 Jun 2021
Weakly supervised pan-cancer segmentation tool
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2021
Marvin Lerousseau
Marion Classe
Enzo Battistella
Théo Estienne
T. Henry
...
R. Sun
Maria Vakalopoulou
J. Scoazec
Eric Deutsch
Nikos Paragios
129
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
243
24
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
256
46
0
22 Jan 2021
Resolution-Based Distillation for Efficient Histology Image Classification
Joseph DiPalma
A. Suriawinata
L. Tafe
Lorenzo Torresani
Saeed Hassanpour
290
40
0
11 Jan 2021
Multimodal brain tumor classification
Marvin Lerousseau
Eric Deutsch
Nikos Paragios
240
11
0
03 Sep 2020
1
Page 1 of 1
