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Machine learning methods for histopathological image analysis

4 September 2017

Papers citing "Machine learning methods for histopathological image analysis"

50 / 91 papers shown

Title
MEATRD: Multimodal Anomalous Tissue Region Detection Enhanced with Spatial Transcriptomics Kaichen Xu Qilong Wu Yan Lu Yinan Zheng W. Li Xingjie Tang Jun Wang Xiaobo Sun 128 1 0 14 Dec 2024
Contrastive Deep Learning Reveals Age Biomarkers in Histopathological Skin Biopsies Kaustubh Chakradeo Pernille Nielsen Lise Mette Rahbek Gjerdrum Gry Sahl Hansen D. Duchêne Laust H Mortensen Majken K Jensen Samir Bhatt 86 1 0 25 Nov 2024
A Hyperspectral Imaging Dataset and Methodology for Intraoperative Pixel-Wise Classification of Metastatic Colon Cancer in the Liver I. Kopriva Dario Sitnik Laura-Isabelle Dion-Bertrand Marija Milković Periša Mirko Hadžija Marijana Popović Hadžija 54 0 0 11 Nov 2024
MergeUp-augmented Semi-Weakly Supervised Learning for WSI Classification Mingxi Ouyang Yuqiu Fu Renao Yan Shanshan Shi Xitong Ling Lianghui Zhu Yonghong He Tian Guan 67 4 0 23 Aug 2024
Path-SAM2: Transfer SAM2 for digital pathology semantic segmentation Mingya Zhang Liang Wang Zhihao Chen Yiyuan Ge Xianping Tao VLM MedIm 83 3 0 07 Aug 2024
NMGrad: Advancing Histopathological Bladder Cancer Grading with Weakly Supervised Deep Learning Saul Fuster Umay Kiraz T. Eftestøl Emiel A. M. Janssen K. Engan 57 2 0 24 May 2024
Source-Free Domain Adaptation of Weakly-Supervised Object Localization Models for Histology Alexis Guichemerre Soufiane Belharbi Tsiry Mayet Shakeeb Murtaza Pourya Shamsolmoali Luke McCaffrey Eric Granger OOD 77 3 0 29 Apr 2024
SPLICE -- Streamlining Digital Pathology Image Processing Areej Alsaafin Peyman Nejat A. Shafique Jibran A. Khan Saghir Alfasly Ghazal Alabtah H. R. Tizhoosh 37 3 0 26 Apr 2024
Implementation and Evaluation of a Gradient Descent-Trained Defensible Blackboard Architecture System Jordan Milbrath Jonathan Rivard Jeremy Straub 58 1 0 17 Apr 2024
The Effect of Intrinsic Dataset Properties on Generalization: Unraveling Learning Differences Between Natural and Medical Images Nicholas Konz Maciej A. Mazurowski 76 7 0 16 Jan 2024
Performance of externally validated machine learning models based on histopathology images for the diagnosis, classification, prognosis, or treatment outcome prediction in female breast cancer: A systematic review Ricardo Gonzalez Peyman Nejat Ashirbani Saha Clinton J.V. Campbell Andrew P. Norgan Cynthia Lokker 62 5 0 09 Dec 2023
Seeing the random forest through the decision trees. Supporting learning health systems from histopathology with machine learning models: Challenges and opportunities Ricardo Gonzalez Ashirbani Saha Clinton J.V. Campbell Peyman Nejat Cynthia Lokker Andrew P. Norgan 76 15 0 06 Dec 2023
Generalizing to Unseen Domains in Diabetic Retinopathy Classification Chamuditha Jayanga Galappaththige Gayal Kuruppu Muhammad Haris Khan OOD 82 7 0 26 Oct 2023
Prominent Roles of Conditionally Invariant Components in Domain Adaptation: Theory and Algorithms Keru Wu Yuansi Chen Wooseok Ha Ting Yu CML 85 2 0 19 Sep 2023
GenSelfDiff-HIS: Generative Self-Supervision Using Diffusion for Histopathological Image Segmentation Vishnuvardhan Purma Suhas Srinath Seshan Srirangarajan A. Kakkar Prathosh A.P. MedIm DiffM 52 2 0 04 Sep 2023
SAM-Path: A Segment Anything Model for Semantic Segmentation in Digital Pathology Jingwei Zhang Ke Ma S. Kapse Joel H. Saltz Maria Vakalopoulou Prateek Prasanna Dimitris Samaras VLM MedIm 100 38 0 12 Jul 2023
Reconstruction, forecasting, and stability of chaotic dynamics from partial data Elise Özalp G. Margazoglou Luca Magri AI4TS 90 12 0 24 May 2023
Ranking Loss and Sequestering Learning for Reducing Image Search Bias in Histopathology Pooria Mazaheri Azam Asilian Bidgoli Shahryar Rahnamayan H. R. Tizhoosh OOD 58 6 0 15 Apr 2023
Supervised Contrastive Learning with Heterogeneous Similarity for Distribution Shifts Takuro Kutsuna 34 1 0 07 Apr 2023
Imbalanced Domain Generalization for Robust Single Cell Classification in Hematological Cytomorphology Rao Muhammad Umer A. Gruber Sayedali Shetab Boushehri Christian Metak Carsten Marr OOD 49 6 0 14 Mar 2023
AugDiff: Diffusion based Feature Augmentation for Multiple Instance Learning in Whole Slide Image Zhucheng Shao Liuxi Dai Yifeng Wang Haoqian Wang Yongbing Zhang MedIm DiffM 217 0 0 11 Mar 2023
Active Learning Based Domain Adaptation for Tissue Segmentation of Histopathological Images Saul Fuster Farbod Khoraminia T. Eftestøl T. Zuiverloon K. Engan 21 2 0 09 Mar 2023
From slides (through tiles) to pixels: an explainability framework for weakly supervised models in pre-clinical pathology Marco Bertolini Van-Khoa Le Jake Pencharz A. Poehlmann Djork-Arné Clevert Santiago D. Villalba F. Montanari 62 0 0 03 Feb 2023
Deep Neural Networks integrating genomics and histopathological images for predicting stages and survival time-to-event in colon cancer Olalekan Ogundipe Zeyneb Kurt Wai Lok Woo 42 1 0 13 Dec 2022
Data Models for Dataset Drift Controls in Machine Learning With Optical Images Luis Oala Marco Aversa Gabriel Nobis Kurt Willis Yoan Neuenschwander ... E. Pomarico Wojciech Samek Roderick Murray-Smith Christoph Clausen B. Sanguinetti 95 6 0 04 Nov 2022
MGTUNet: An new UNet for colon nuclei instance segmentation and quantification Liangrui Pan Lian-min Wang Mingting Liu Zhujun Xu Liwen Xu Shaoliang Peng 54 2 0 20 Oct 2022
Uncertainty estimation for out-of-distribution detection in computational histopathology Lea Goetz OOD 74 0 0 18 Oct 2022
Gated Domain Units for Multi-source Domain Generalization Simon Foll Alina Dubatovka Eugen Ernst Siu Lun Chau Martin Maritsch Patrik Okanovic Gudrun Thater J. M. Buhmann Felix Wortmann Krikamol Muandet OOD 140 4 0 24 Jun 2022
Modeling the Data-Generating Process is Necessary for Out-of-Distribution Generalization Jivat Neet Kaur Emre Kıcıman Amit Sharma UQCV OOD 80 27 0 15 Jun 2022
FHIST: A Benchmark for Few-shot Classification of Histological Images Fereshteh Shakeri Malik Boudiaf S. Mohammadi Ivaxi Sheth Mohammad Havaei Ismail Ben Ayed Samira Ebrahimi Kahou OOD VLM 89 23 0 31 May 2022
Multi stain graph fusion for multimodal integration in pathology Chaitanya Dwivedi Shima Nofallah Maryam Pouryahya Janani Iyer K. Leidal ... T. Watkins A. Billin R. Myers J. Abel A. Behrooz 74 18 0 26 Apr 2022
LEFM-Nets: Learnable Explicit Feature Map Deep Networks for Segmentation of Histopathological Images of Frozen Sections Dario Sitnik I. Kopriva MedIm 70 3 0 14 Apr 2022
Rethinking Machine Learning Model Evaluation in Pathology Syed Ashar Javed Dinkar Juyal Zahil Shanis S. Chakraborty Harsha Pokkalla Aaditya (Adi) Prakash LM&MA 78 12 0 11 Apr 2022
From Modern CNNs to Vision Transformers: Assessing the Performance, Robustness, and Classification Strategies of Deep Learning Models in Histopathology Maximilian Springenberg A. Frommholz M. Wenzel Eva Weicken Jackie Ma Nils Strodthoff MedIm 78 47 0 11 Apr 2022
Deep Interactive Learning-based ovarian cancer segmentation of H&E-stained whole slide images to study morphological patterns of BRCA mutation D. J. Ho M. Chui Chad M. Vanderbilt J. Jung M. Robson Chan-Sik Park Jin Roh Thomas J. Fuchs 111 26 0 28 Mar 2022
Magnification Prior: A Self-Supervised Method for Learning Representations on Breast Cancer Histopathological Images Prakash Chandra Chhipa Richa Upadhyay G. Pihlgren Rajkumar Saini Seiichi Uchida Marcus Liwicki SSL MedIm 72 19 0 15 Mar 2022
A deep learning pipeline for breast cancer ki-67 proliferation index scoring K. Benaggoune Z. A. Masry Jian Ma C. Devalland L. Mouss Noureddine Zerhouni 26 6 0 14 Mar 2022
Clustering and classification of low-dimensional data in explicit feature map domain: intraoperative pixel-wise diagnosis of adenocarcinoma of a colon in a liver Dario Sitnik I. Kopriva 27 1 0 07 Mar 2022
AI-based Carcinoma Detection and Classification Using Histopathological Images: A Systematic Review Swathi C. Prabhu K. Prasad Antonio Robels-Kelly Xuequan Lu 108 40 0 18 Jan 2022
Neuroplastic graph attention networks for nuclei segmentation in histopathology images Yoav Alon Huiyu Zhou GNN 55 3 0 10 Jan 2022
Negative Evidence Matters in Interpretable Histology Image Classification Soufiane Belharbi M. Pedersoli Ismail Ben Ayed Luke McCaffrey Eric Granger 107 12 0 07 Jan 2022
Extending the WILDS Benchmark for Unsupervised Adaptation Shiori Sagawa Pang Wei Koh Tony Lee Irena Gao Sang Michael Xie ... Kate Saenko Tatsunori Hashimoto Sergey Levine Chelsea Finn Percy Liang OOD 67 102 0 09 Dec 2021
Self-Rule to Multi-Adapt: Generalized Multi-source Feature Learning Using Unsupervised Domain Adaptation for Colorectal Cancer Tissue Detection C. Abbet Linda Studer Andreas Fischer H. Dawson I. Zlobec Behzad Bozorgtabar Jean-Philippe Thiran OOD 94 34 0 20 Aug 2021
Fast and Scalable Image Search For Histology Chengkuan Chen Ming Y. Lu Drew F. K. Williamson Tiffany Y. Chen A. J. Schaumberg Faisal Mahmood 34 2 0 28 Jul 2021
Multi-Channel Auto-Encoders and a Novel Dataset for Learning Domain Invariant Representations of Histopathology Images A. Moyes R. Gault Kuncai Zhang J. Ming Danny Crookes Jing Wang OOD 24 0 0 15 Jul 2021
Hierarchical Phenotyping and Graph Modeling of Spatial Architecture in Lymphoid Neoplasms Pingjun Chen M. Aminu Siba El Hussein J. Khoury Jia Wu 64 4 0 30 Jun 2021
Imperceptible Adversarial Examples for Fake Image Detection Quanyu Liao Yuezun Li Xiaoqiang Guo Bin Kong Yingxin Zhu Jianlei Liu Zhuqing Jiang Qi Song Xi Wu AAML 154 33 0 03 Jun 2021
Conditional Deep Convolutional Neural Networks for Improving the Automated Screening of Histopathological Images Gianluca Gerard M. Piastra OOD MedIm 21 2 0 29 May 2021
WeGleNet: A Weakly-Supervised Convolutional Neural Network for the Semantic Segmentation of Gleason Grades in Prostate Histology Images Julio Silva-Rodríguez Adrián Colomer Valery Naranjo 92 43 0 21 May 2021
Self-learning for weakly supervised Gleason grading of local patterns Julio Silva-Rodríguez Adrián Colomer Jose Dolz Valery Naranjo 48 33 0 21 May 2021