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Patch-based Convolutional Neural Network for Whole Slide Tissue Image
  Classification
v1v2v3v4v5 (latest)

Patch-based Convolutional Neural Network for Whole Slide Tissue Image Classification

29 April 2015
L. Hou
Dimitris Samaras
Tahsin M. Kurc
Yi Gao
James E. Davis
Joel H. Saltz
    MedIm
ArXiv (abs)PDFHTML

Papers citing "Patch-based Convolutional Neural Network for Whole Slide Tissue Image Classification"

50 / 147 papers shown
Title
FMaMIL: Frequency-Driven Mamba Multi-Instance Learning for Weakly Supervised Lesion Segmentation in Medical Images
FMaMIL: Frequency-Driven Mamba Multi-Instance Learning for Weakly Supervised Lesion Segmentation in Medical Images
Hangbei Cheng
Xiaorong Dong
Xueyu Liu
Jianan Zhang
Xuetao Ma
Mingqiang Wei
Liansheng Wang
Junxin Chen
Yongfei Wu
Mamba
20
0
0
09 Jun 2025
DLiPath: A Benchmark for the Comprehensive Assessment of Donor Liver Based on Histopathological Image Dataset
DLiPath: A Benchmark for the Comprehensive Assessment of Donor Liver Based on Histopathological Image Dataset
Liangrui Pan
Xingchen Li
Zhongyi Chen
Ling Chu
Shaoliang Peng
LM&MA
15
0
0
30 May 2025
Multimodal Cancer Survival Analysis via Hypergraph Learning with Cross-Modality Rebalance
Multimodal Cancer Survival Analysis via Hypergraph Learning with Cross-Modality Rebalance
Mingcheng Qu
Guang Yang
Donglin Di
Tonghua Su
Yue Gao
Yang Song
Lei Fan
62
0
0
17 May 2025
SimMIL: A Universal Weakly Supervised Pre-Training Framework for Multi-Instance Learning in Whole Slide Pathology Images
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
80
0
0
10 May 2025
How Effective Can Dropout Be in Multiple Instance Learning ?
How Effective Can Dropout Be in Multiple Instance Learning ?
Wenhui Zhu
Peijie Qiu
Xiwen Chen
Zhangsihao Yang
Aristeidis Sotiras
Abolfazl Razi
Yanjie Wang
99
0
0
21 Apr 2025
Towards Accurate and Interpretable Neuroblastoma Diagnosis via Contrastive Multi-scale Pathological Image Analysis
Towards Accurate and Interpretable Neuroblastoma Diagnosis via Contrastive Multi-scale Pathological Image Analysis
Zhu Zhu
Shuo Jiang
Jingyuan Zheng
Yawen Li
Yifei Chen
Manli Zhao
Weizhong Gu
Feiwei Qin
Jinhu Wang
Gang Yu
MedIm
211
0
0
18 Apr 2025
Distilling High Diagnostic Value Patches for Whole Slide Image Classification Using Attention Mechanism
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
44
0
0
29 Jul 2024
DGR-MIL: Exploring Diverse Global Representation in Multiple Instance
  Learning for Whole Slide Image Classification
DGR-MIL: Exploring Diverse Global Representation in Multiple Instance Learning for Whole Slide Image Classification
Wenhui Zhu
Xiwen Chen
Peijie Qiu
Aristeidis Sotiras
Abolfazl Razi
Yalin Wang
79
7
0
04 Jul 2024
Task-oriented Embedding Counts: Heuristic Clustering-driven Feature
  Fine-tuning for Whole Slide Image Classification
Task-oriented Embedding Counts: Heuristic Clustering-driven Feature Fine-tuning for Whole Slide Image Classification
Xuenian Wang
Shanshan Shi
Renao Yan
Qiehe Sun
Lianghui Zhu
Tian Guan
Yonghong He
78
2
0
02 Jun 2024
Dual-Query Multiple Instance Learning for Dynamic Meta-Embedding based
  Tumor Classification
Dual-Query Multiple Instance Learning for Dynamic Meta-Embedding based Tumor Classification
Simon Holdenried-Krafft
Peter Somers
Ivonne A. Montes-Majarro
Diana Silimon
Cristina Tarín
F. Fend
Hendrik P. A. Lensch
MedIm
102
3
0
14 Jul 2023
TPMIL: Trainable Prototype Enhanced Multiple Instance Learning for Whole
  Slide Image Classification
TPMIL: Trainable Prototype Enhanced Multiple Instance Learning for Whole Slide Image Classification
Litao Yang
Deval Mehta
Sidong Liu
Dwarikanath Mahapatra
A. Di Ieva
Zongyuan Ge
97
6
0
01 May 2023
ProtoDiv: Prototype-guided Division of Consistent Pseudo-bags for
  Whole-slide Image Classification
ProtoDiv: Prototype-guided Division of Consistent Pseudo-bags for Whole-slide Image Classification
Rui Yang
Pei Liu
Luping Ji
VLMDiffM
54
9
0
13 Apr 2023
Domain Adaptive Multiple Instance Learning for Instance-level Prediction
  of Pathological Images
Domain Adaptive Multiple Instance Learning for Instance-level Prediction of Pathological Images
Shusuke Takahama
Y. Kurose
Yusuke Mukuta
Hiroyuki Abe
Akihiko Yoshizawa
T. Ushiku
M. Fukayama
M. Kitagawa
Masaru Kitsuregawa
Tatsuya Harada
112
1
0
07 Apr 2023
Efficient subtyping of ovarian cancer histopathology whole slide images
  using active sampling in multiple instance learning
Efficient subtyping of ovarian cancer histopathology whole slide images using active sampling in multiple instance learning
Jack Breen
Katie Allen
K. Zucker
Geoff Hall
Nicolas M. Orsi
Nishant Ravikumar
MedIm
28
9
0
17 Feb 2023
Diagnose Like a Pathologist: Transformer-Enabled Hierarchical
  Attention-Guided Multiple Instance Learning for Whole Slide Image
  Classification
Diagnose Like a Pathologist: Transformer-Enabled Hierarchical Attention-Guided Multiple Instance Learning for Whole Slide Image Classification
Conghao Xiong
Hao Chen
Joseph J. Y. Sung
Irwin King
MedIm
88
38
0
19 Jan 2023
Weakly Supervised Joint Whole-Slide Segmentation and Classification in
  Prostate Cancer
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
70
19
0
07 Jan 2023
Multi-Scale Relational Graph Convolutional Network for Multiple Instance
  Learning in Histopathology Images
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
102
7
0
17 Dec 2022
Hierarchical Transformer for Survival Prediction Using Multimodality
  Whole Slide Images and Genomics
Hierarchical Transformer for Survival Prediction Using Multimodality Whole Slide Images and Genomics
Chunyuan Li
Xinliang Zhu
Jiawen Yao
Junzhou Huang
MedIm
64
13
0
29 Nov 2022
MixUp-MIL: Novel Data Augmentation for Multiple Instance Learning and a
  Study on Thyroid Cancer Diagnosis
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
67
15
0
10 Nov 2022
Motion-related Artefact Classification Using Patch-based Ensemble and
  Transfer Learning in Cardiac MRI
Motion-related Artefact Classification Using Patch-based Ensemble and Transfer Learning in Cardiac MRI
Ruizhe Li
Xin Chen
58
0
0
14 Oct 2022
Learning Binary and Sparse Permutation-Invariant Representations for
  Fast and Memory Efficient Whole Slide Image Search
Learning Binary and Sparse Permutation-Invariant Representations for Fast and Memory Efficient Whole Slide Image Search
S. Hemati
Shivam Kalra
Morteza Babaie
H. R. Tizhoosh
58
11
0
29 Aug 2022
EGFR Mutation Prediction of Lung Biopsy Images using Deep Learning
EGFR Mutation Prediction of Lung Biopsy Images using Deep Learning
R. Gupta
Shivani Nandgaonkar
Nikhil Cherian Kurian
S. Rane
A. Sethi
MedIm
56
8
0
26 Aug 2022
Cluster Based Secure Multi-Party Computation in Federated Learning for
  Histopathology Images
Cluster Based Secure Multi-Party Computation in Federated Learning for Histopathology Images
Seyedeh Maryam Hosseini
Milad Sikaroudi
Morteza Babaie
H. R. Tizhoosh
OODFedML
56
11
0
21 Aug 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
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
85
58
0
18 Aug 2022
Learning to Incorporate Texture Saliency Adaptive Attention to Image
  Cartoonization
Learning to Incorporate Texture Saliency Adaptive Attention to Image Cartoonization
Xiang Gao
Yuqi Zhang
Yingjie Tian
GAN
102
12
0
02 Aug 2022
Gigapixel Whole-Slide Images Classification using Locally Supervised
  Learning
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
101
24
0
17 Jul 2022
Patch Selection for Melanoma Classification
Patch Selection for Melanoma Classification
Guillaume Lachaud
Patricia Conde Céspedes
M. Trocan
23
0
0
27 Jun 2022
Multiple Instance Learning for Digital Pathology: A Review on the
  State-of-the-Art, Limitations & Future Potential
Multiple Instance Learning for Digital Pathology: A Review on the State-of-the-Art, Limitations & Future Potential
M. Gadermayr
M. Tschuchnig
96
68
0
09 Jun 2022
Transformer-based Personalized Attention Mechanism for Medical Images
  with Clinical Records
Transformer-based Personalized Attention Mechanism for Medical Images with Clinical Records
Yusuke Takagi
Noriaki Hashimoto
Hiroki Masuda
H. Miyoshi
K. Ohshima
H. Hontani
Ichiro Takeuchi
ViTMedIm
52
9
0
07 Jun 2022
Scaling Vision Transformers to Gigapixel Images via Hierarchical
  Self-Supervised Learning
Scaling Vision Transformers to Gigapixel Images via Hierarchical Self-Supervised Learning
Richard J. Chen
Chengkuan Chen
Yicong Li
Tiffany Y. Chen
A. Trister
Rahul G. Krishnan
Faisal Mahmood
ViTMedIm
135
432
0
06 Jun 2022
A review of machine learning approaches, challenges and prospects for
  computational tumor pathology
A review of machine learning approaches, challenges and prospects for computational tumor pathology
Liangrui Pan
Zhichao Feng
Shaoliang Peng
AI4CE
76
7
0
31 May 2022
A graph-transformer for whole slide image classification
A graph-transformer for whole slide image classification
Yi Zheng
R. Gindra
Emily J. Green
E. Burks
Margrit Betke
J. Beane
V. Kolachalama
MedIm
110
132
0
19 May 2022
Contrastive learning-based computational histopathology predict
  differential expression of cancer driver genes
Contrastive learning-based computational histopathology predict differential expression of cancer driver genes
Haojue Huang
G. Zhou
Xuejun Liu
L. Deng
Chengju Wu
Dachuan Zhang
Hui Liu
MedIm
58
14
0
25 Apr 2022
Interventional Multi-Instance Learning with Deconfounded Instance-Level
  Prediction
Interventional Multi-Instance Learning with Deconfounded Instance-Level Prediction
Tiancheng Lin
Hongteng Xu
Canqian Yang
Yi Xu
74
25
0
20 Apr 2022
DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning
  for Histopathology Whole Slide Image Classification
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
123
297
0
22 Mar 2022
ScoreNet: Learning Non-Uniform Attention and Augmentation for
  Transformer-Based Histopathological Image Classification
ScoreNet: Learning Non-Uniform Attention and Augmentation for Transformer-Based Histopathological Image Classification
Thomas Stegmüller
Behzad Bozorgtabar
A. Spahr
Jean-Philippe Thiran
ViTMedIm
110
43
0
15 Feb 2022
Handcrafted Histological Transformer (H2T): Unsupervised Representation
  of Whole Slide Images
Handcrafted Histological Transformer (H2T): Unsupervised Representation of Whole Slide Images
Q. Vu
K. Rajpoot
S. Raza
Nasir M. Rajpoot
ViTMedIm
63
32
0
14 Feb 2022
Inference of captions from histopathological patches
Inference of captions from histopathological patches
M. Tsuneki
F. Kanavati
84
32
0
07 Feb 2022
Using Deep Learning to Bootstrap Abstractions for Hierarchical Robot
  Planning
Using Deep Learning to Bootstrap Abstractions for Hierarchical Robot Planning
Naman Shah
Siddharth Srivastava
76
17
0
02 Feb 2022
A Gradient Mapping Guided Explainable Deep Neural Network for
  Extracapsular Extension Identification in 3D Head and Neck Cancer Computed
  Tomography Images
A Gradient Mapping Guided Explainable Deep Neural Network for Extracapsular Extension Identification in 3D Head and Neck Cancer Computed Tomography Images
Yibin Wang
Abdur Rahman
W. Duggar
P. R. Roberts
T. V. Thomas
L. Bian
Haifeng Wang
53
6
0
03 Jan 2022
Selective Synthetic Augmentation with HistoGAN for Improved
  Histopathology Image Classification
Selective Synthetic Augmentation with HistoGAN for Improved Histopathology Image Classification
Yuan Xue
Jiarong Ye
Qianying Zhou
L. R. Long
Sameer Kiran Antani
Z. Xue
Carl Cornwell
R. Zaino
K. Cheng
Xiaolei Huang
MedIm
213
107
0
10 Nov 2021
PDBL: Improving Histopathological Tissue Classification with
  Plug-and-Play Pyramidal Deep-Broad Learning
PDBL: Improving Histopathological Tissue Classification with Plug-and-Play Pyramidal Deep-Broad Learning
Jiatai Lin
Guoqiang Han
Xipeng Pan
Hao Chen
Danyi Li
...
Haiming Li
C. Liang
Li Liang
Zaiyi Liu
Chu Han
81
34
0
04 Nov 2021
Lung Cancer Lesion Detection in Histopathology Images Using Graph-Based
  Sparse PCA Network
Lung Cancer Lesion Detection in Histopathology Images Using Graph-Based Sparse PCA Network
Sundaresh Ram
Wen Tang
A. Bell
Cara Spencer
Alexander Buschhaus
C. Hatt
Marina Pasca diMagliano
Jeffrey J. Rodríguez
S. Galban
C. Galbán
25
16
0
27 Oct 2021
Multi-Layer Pseudo-Supervision for Histopathology Tissue Semantic
  Segmentation using Patch-level Classification Labels
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
102
99
0
14 Oct 2021
SlideGraph+: Whole Slide Image Level Graphs to Predict HER2Status in
  Breast Cancer
SlideGraph+: Whole Slide Image Level Graphs to Predict HER2Status in Breast Cancer
Wenqi Lu
M. Toss
E. Rakha
Nasir M. Rajpoot
F. Minhas
96
104
0
12 Oct 2021
Learning of Inter-Label Geometric Relationships Using Self-Supervised
  Learning: Application To Gleason Grade Segmentation
Learning of Inter-Label Geometric Relationships Using Self-Supervised Learning: Application To Gleason Grade Segmentation
Dwarikanath Mahapatra
SSL
68
6
0
01 Oct 2021
An Interpretable Algorithm for Uveal Melanoma Subtyping from Whole Slide
  Cytology Images
An Interpretable Algorithm for Uveal Melanoma Subtyping from Whole Slide Cytology Images
Haomin Chen
T. Y. A. Liu
Catalina Gomez
Z. Corrêa
Mathias Unberath
54
3
0
13 Aug 2021
Case-based Similar Image Retrieval for Weakly Annotated Large
  Histopathological Images of Malignant Lymphoma Using Deep Metric Learning
Case-based Similar Image Retrieval for Weakly Annotated Large Histopathological Images of Malignant Lymphoma Using Deep Metric Learning
Noriaki Hashimoto
Y. Takagi
Hiroki Masuda
H. Miyoshi
K. Kohno
...
Yoshino Kawaguchi
Shigeo Nakamura
K. Ohshima
H. Hontani
Ichiro Takeuchi
MedIm
54
19
0
08 Jul 2021
Hybrid Supervision Learning for Pathology Whole Slide Image
  Classification
Hybrid Supervision Learning for Pathology Whole Slide Image Classification
Jiahui Li
Wen Chen
Xiaodi Huang
Zhiqiang Hu
Qi Duan
Hongsheng Li
Dimitris N. Metaxas
Shaoting Zhang
107
20
0
02 Jul 2021
A Survey on Graph-Based Deep Learning for Computational Histopathology
A Survey on Graph-Based Deep Learning for Computational Histopathology
David Ahmedt-Aristizabal
M. Armin
Simon Denman
Clinton Fookes
L. Petersson
GNNAI4CE
91
113
0
01 Jul 2021
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