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2001.01599
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Multi-scale Domain-adversarial Multiple-instance CNN for Cancer Subtype Classification with Unannotated Histopathological Images
Computer Vision and Pattern Recognition (CVPR), 2020
6 January 2020
Noriaki Hashimoto
D. Fukushima
R. Koga
Yusuke Takagi
Kaho Ko
K. Kohno
Masato Nakaguro
S. Nakamura
H. Hontani
Ichiro Takeuchi
MedIm
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Papers citing
"Multi-scale Domain-adversarial Multiple-instance CNN for Cancer Subtype Classification with Unannotated Histopathological Images"
50 / 75 papers shown
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07 Oct 2025
Multimodal Prototype Alignment for Semi-supervised Pathology Image Segmentation
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Fanglei Fu
Xitong Ling
Huaitian Yuan
Tian Guan
Yonghong He
Lianghui Zhu
164
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27 Aug 2025
Self-Supervision Enhances Instance-based Multiple Instance Learning Methods in Digital Pathology: A Benchmark Study
Journal of Medical Imaging (JMI), 2025
Ali Mammadov
Loic Le Folgoc
Julien Adam
Anne Buronfosse
Gilles Hayem
Guillaume Hocquet
Pietro Gori
SSL
284
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02 May 2025
Multi-Resolution Pathology-Language Pre-training Model with Text-Guided Visual Representation
Computer Vision and Pattern Recognition (CVPR), 2025
Shahad Albastaki
Anabia Sohail
I. I. Ganapathi
B. Alawode
Asim Khan
Sajid Javed
Naoufel Werghi
Mohammed Bennamoun
Arif Mahmood
529
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0
26 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
430
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16 Apr 2025
MsaMIL-Net: An End-to-End Multi-Scale Aware Multiple Instance Learning Network for Efficient Whole Slide Image Classification
Jiangping Wen
Jinyu Wen
Meie Fang
352
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11 Mar 2025
Advances in Multiple Instance Learning for Whole Slide Image Analysis: Techniques, Challenges, and Future Directions
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Yu Mao
Nan Guan
Chun Jason Xue
325
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18 Aug 2024
MicroMIL: Graph-Based Multiple Instance Learning for Context-Aware Diagnosis with Microscopic Images
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Bryan Wong
Huazhu Fu
Willmer Rafell Quiñones
Y. Ko
MunYong Yi
375
0
0
31 Jul 2024
FMDNN: A Fuzzy-guided Multi-granular Deep Neural Network for Histopathological Image Classification
Weiping Ding
Tianyi Zhou
Jiashuang Huang
Shu Jiang
Tao Hou
Chin-Teng Lin
268
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22 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
393
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15 Jul 2024
Enhancing Weakly-Supervised Histopathology Image Segmentation with Knowledge Distillation on MIL-Based Pseudo-Labels
Yinsheng He
Xingyu Li
Roger J. Zemp
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395
1
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14 Jul 2024
Automatic Labels are as Effective as Manual Labels in Biomedical Images Classification with Deep Learning
Niccolo Marini
S. Marchesin
Lluis Borras Ferris
Simon Püttmann
Marek Wodzinski
...
Filippo Fraggetta
Iris Nagtegaal
Gianmaria Silvello
Manfredo Atzori
Henning Muller
195
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20 Jun 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
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344
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19 May 2024
Learning from Partial Label Proportions for Whole Slide Image Segmentation
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024
Shinnosuke Matsuo
D. Suehiro
Seiichi Uchida
Hiroaki Ito
Kazuhiro Terada
Akihiko Yoshizawa
Ryoma Bise
320
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15 May 2024
ADLDA: A Method to Reduce the Harm of Data Distribution Shift in Data Augmentation
Haonan Wang
168
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11 May 2024
Struggle with Adversarial Defense? Try Diffusion
Yujie Li
Yanbin Wang
Peiyue Li
Bin Liu
Jianguo Sun
Yifan Jia
Wenrui Ma
DiffM
303
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12 Apr 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
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Shipu Xu
Shaoai Cai
Shidang Xu
MedIm
237
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0
21 Mar 2024
Prompt-Guided Adaptive Model Transformation for Whole Slide Image Classification
Yi Lin
Zhengjie Zhu
Kwang-Ting Cheng
Hao Chen
VLM
MedIm
201
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19 Mar 2024
Dynamic Policy-Driven Adaptive Multi-Instance Learning for Whole Slide Image Classification
Computer Vision and Pattern Recognition (CVPR), 2024
Qiang Zhang
Kui Jiang
Hongxun Yao
396
17
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09 Mar 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
386
8
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06 Feb 2024
CLASS-M: Adaptive stain separation-based contrastive learning with pseudo-labeling for histopathological image classification
Bodong Zhang
Hamid Manoochehri
M. M. Ho
Fahimeh Fooladgar
Yosep Chong
Beatrice Knudsen
Deepika Sirohi
Tolga Tasdizen
476
6
0
12 Dec 2023
Enhancing Instance-Level Image Classification with Set-Level Labels
Renyu Zhang
Aly A. Khan
Yuxin Chen
Robert L. Grossman
316
0
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09 Nov 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
188
1
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19 Oct 2023
Data efficient deep learning for medical image analysis: A survey
Suruchi Kumari
Pravendra Singh
319
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10 Oct 2023
MoMA: Momentum Contrastive Learning with Multi-head Attention-based Knowledge Distillation for Histopathology Image Analysis
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325
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31 Aug 2023
A vision transformer-based framework for knowledge transfer from multi-modal to mono-modal lymphoma subtyping models
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Bilel Guetarni
Féryal Windal
H. Benhabiles
Marianne Petit
Romain Dubois
Emmanuelle Leteurtre
Dominique Collard
DiffM
331
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02 Aug 2023
Multi-Scale Prototypical Transformer for Whole Slide Image Classification
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023
Saisai Ding
Jun Wang
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Jun Shi
MedIm
205
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05 Jul 2023
Rethinking Multiple Instance Learning for Whole Slide Image Classification: A Good Instance Classifier is All You Need
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Yingfan Ma
Xiao-Zhuo Luo
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VLM
464
47
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05 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
248
42
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30 Jun 2023
CLANet: A Comprehensive Framework for Cross-Batch Cell Line Identification Using Brightfield Images
Lei Tong
A. Corrigan
Navin Rathna Kumar
Kerry Hallbrook
Jonathan Orme
Yinhai Wang
Huiyu Zhou
192
0
0
28 Jun 2023
MedLSAM: Localize and Segment Anything Model for 3D CT Images
Wenhui Lei
Xu Wei
Xiaofan Zhang
Kang Li
Shaoting Zhang
MedIm
562
3
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26 Jun 2023
ProMIL: Probabilistic Multiple Instance Learning for Medical Imaging
European Conference on Artificial Intelligence (ECAI), 2023
Lukasz Struski
Dawid Rymarczyk
Arkadiusz Lewicki
R. Sabiniewicz
Jacek Tabor
Bartosz Zieliñski
328
7
0
18 Jun 2023
Multimodal Optimal Transport-based Co-Attention Transformer with Global Structure Consistency for Survival Prediction
IEEE International Conference on Computer Vision (ICCV), 2023
Yingxue Xu
Hao Chen
OffRL
319
129
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14 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
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509
22
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08 Jun 2023
The Rise of AI Language Pathologists: Exploring Two-level Prompt Learning for Few-shot Weakly-supervised Whole Slide Image Classification
Neural Information Processing Systems (NeurIPS), 2023
Linhao Qu
X. Luo
Kexue Fu
Manning Wang
Zhijian Song
399
60
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29 May 2023
Multi-scale Efficient Graph-Transformer for Whole Slide Image Classification
IEEE journal of biomedical and health informatics (IEEE JBHI), 2023
Saisai Ding
Juncheng Li
Jun Wang
Shihui Ying
Jun Shi
ViT
MedIm
227
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Cascaded Cross-Attention Networks for Data-Efficient Whole-Slide Image Classification Using Transformers
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150
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Unsupervised Mutual Transformer Learning for Multi-Gigapixel Whole Slide Image Classification
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Arif Mahmood
Talha Qaiser
J. Bingler
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220
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Data and Knowledge Co-driving for Cancer Subtype Classification on Multi-Scale Histopathological Slides
Knowledge-Based Systems (KBS), 2022
Bo Yu
Hechang Chen
Yunke Zhang
Lele Cong
S. Pang
Hongren Zhou
Zehao Wang
Xianling Cong
297
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18 Apr 2023
Domain Adaptive Multiple Instance Learning for Instance-level Prediction of Pathological Images
IEEE International Symposium on Biomedical Imaging (ISBI), 2023
Shusuke Takahama
Y. Kurose
Yusuke Mukuta
Hiroyuki Abe
Akihiko Yoshizawa
T. Ushiku
M. Fukayama
M. Kitagawa
Masaru Kitsuregawa
Tatsuya Harada
282
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07 Apr 2023
Cross-scale Multi-instance Learning for Pathological Image Diagnosis
Ruining Deng
Can Cui
Lucas W. Remedios
Shunxing Bao
R. M. Womick
...
Keith T. Wilson
Yaohong Wang
Lori A. Coburn
Bennett A. Landman
Yuankai Huo
442
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01 Apr 2023
Exploring Visual Prompts for Whole Slide Image Classification with Multiple Instance Learning
Yi Lin
Zhongchen Zhao
Zhengjie Zhu
Lisheng Wang
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Hao Chen
VLM
265
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23 Mar 2023
Domain-Specific Pre-training Improves Confidence in Whole Slide Image Classification
Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2023
S. Chitnis
A. Srinivasan
T. Dash
T. Verlekar
A. Di Ieva
S. Berkovsky
Lovekesh Vig
Harshvardhan Mestha
288
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Diagnose Like a Pathologist: Transformer-Enabled Hierarchical Attention-Guided Multiple Instance Learning for Whole Slide Image Classification
International Joint Conference on Artificial Intelligence (IJCAI), 2023
Conghao Xiong
Hao Chen
Joseph J. Y. Sung
Irwin King
MedIm
315
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Weakly Supervised Joint Whole-Slide Segmentation and Classification in Prostate Cancer
Pushpak Pati
Guillaume Jaume
Zeineb Ayadi
Kevin Thandiackal
Behzad Bozorgtabar
M. Gabrani
O. Goksel
187
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Multi-Scale Relational Graph Convolutional Network for Multiple Instance Learning in Histopathology Images
Roozbeh Bazargani
L. Fazli
L. Goldenberg
M. Gleave
A. Bashashati
Septimiu Salcudean
MedIm
345
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RLogist: Fast Observation Strategy on Whole-slide Images with Deep Reinforcement Learning
AAAI Conference on Artificial Intelligence (AAAI), 2022
Boxuan Zhao
Jun Zhang
Deheng Ye
Jiancheng Cao
Xiao Han
Qiang Fu
Wei Yang
OffRL
325
17
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04 Dec 2022
Language models are good pathologists: using attention-based sequence reduction and text-pretrained transformers for efficient WSI classification
Juan Pisula
Katarzyna Bozek
VLM
MedIm
400
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14 Nov 2022
An Aggregation of Aggregation Methods in Computational Pathology
M. Bilal
R. Jewsbury
Ruoyu Wang
Hammam M. AlGhamdi
Amina Asif
Mark Eastwood
Nasir M. Rajpoot
274
46
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