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

29 April 2015

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 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 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 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 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 ? 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 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 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 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 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 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 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 Rui Yang Pei Liu Luping Ji VLM DiffM 54 9 0 13 Apr 2023
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 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 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 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 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 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 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 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 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 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 Seyedeh Maryam Hosseini Milad Sikaroudi Morteza Babaie H. R. Tizhoosh OOD FedML 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 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 Xiang Gao Yuqi Zhang Yingjie Tian GAN 102 12 0 02 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 101 24 0 17 Jul 2022
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 M. Gadermayr M. Tschuchnig 96 68 0 09 Jun 2022
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 ViT MedIm 52 9 0 07 Jun 2022
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 ViT MedIm 135 432 0 06 Jun 2022
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 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 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 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 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 Thomas Stegmüller Behzad Bozorgtabar A. Spahr Jean-Philippe Thiran ViT MedIm 110 43 0 15 Feb 2022
Handcrafted Histological Transformer (H2T): Unsupervised Representation of Whole Slide Images Q. Vu K. Rajpoot S. Raza Nasir M. Rajpoot ViT MedIm 63 32 0 14 Feb 2022
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 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 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 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 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 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 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 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 Dwarikanath Mahapatra SSL 68 6 0 01 Oct 2021
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 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 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 David Ahmedt-Aristizabal M. Armin Simon Denman Clinton Fookes L. Petersson GNN AI4CE 91 113 0 01 Jul 2021