Data Efficient and Weakly Supervised Computational Pathology on Whole
Slide Images

Data Efficient and Weakly Supervised Computational Pathology on Whole Slide Images

20 April 2020

Drew F. K. Williamson

Tiffany Y. Chen

Richard J. Chen

Matteo Barbieri

Papers citing "Data Efficient and Weakly Supervised Computational Pathology on Whole Slide Images"

18 / 168 papers shown

Title
Deep Learning-based Frozen Section to FFPE Translation Kutsev Bengisu Ozyoruk Sermet Can Guliz Irem Gokceler K. Başak D. Demir ... Tiffany Y. Chen Drew F. K. Williamson F. Yılmaz Faisal Mahmood Mehmet Turan 27 8 0 25 Jul 2021
HistoCartography: A Toolkit for Graph Analytics in Digital Pathology Guillaume Jaume Pushpak Pati Valentin Anklin A. Foncubierta M. Gabrani 35 45 0 21 Jul 2021
DeepSMILE: Contrastive self-supervised pre-training benefits MSI and HRD classification directly from H&E whole-slide images in colorectal and breast cancer Yoni Schirris E. Gavves I. Nederlof H. Horlings Jonas Teuwen 30 93 0 20 Jul 2021
Multiple Instance Learning with Auxiliary Task Weighting for Multiple Myeloma Classification Talha Qaiser S. Winzeck Theodore Barfoot T. Barwick S. Doran ... N. Tunariu D. Koh C. Messiou A. Rockall Ben Glocker 16 8 0 16 Jul 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 32 16 0 08 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 29 108 0 01 Jul 2021
Highdicom: A Python library for standardized encoding of image annotations and machine learning model outputs in pathology and radiology Christopher P. Bridge C. Gorman S. Pieper S. Doyle J. Lennerz Jayashree Kalpathy-Cramer David Clunie Andrey Fedorov M. Herrmann MedIm AI4CE 27 11 0 14 Jun 2021
HistoTransfer: Understanding Transfer Learning for Histopathology Yash Sharma L. Ehsan Sana Syed Donald E. Brown MedIm 29 21 0 13 Jun 2021
TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification Zhucheng Shao Hao Bian Yang Chen Yifeng Wang Jian Zhang Xiangyang Ji Yongbing Zhang ViT MedIm 42 640 0 02 Jun 2021
Multiple Instance Captioning: Learning Representations from Histopathology Textbooks and Articles Jevgenij Gamper Nasir M. Rajpoot 27 63 0 08 Mar 2021
Learning Whole-Slide Segmentation from Inexact and Incomplete Labels using Tissue Graphs Valentin Anklin Pushpak Pati Guillaume Jaume Behzad Bozorgtabar Antonio Foncubierta-Rodríguez Jean-Philippe Thiran M. Sibony M. Gabrani O. Goksel 59 38 0 04 Mar 2021
Quantifying Explainers of Graph Neural Networks in Computational Pathology Guillaume Jaume Pushpak Pati Behzad Bozorgtabar Antonio Foncubierta-Rodríguez Florinda Feroce A. Anniciello T. Rau Jean-Philippe Thiran M. Gabrani O. Goksel FAtt 26 76 0 25 Nov 2020
A Multi-resolution Model for Histopathology Image Classification and Localization with Multiple Instance Learning Jiayun Li Wenyuan Li Anthony Sisk Huihui Ye W. D. Wallace W. Speier C. Arnold 24 108 0 05 Nov 2020
Development and Evaluation of a Deep Neural Network for Histologic Classification of Renal Cell Carcinoma on Biopsy and Surgical Resection Slides Mengdan Zhu Bing Ren Ryland Richards M. Suriawinata Naofumi Tomita Saeed Hassanpour 19 57 0 30 Oct 2020
Federated Learning for Computational Pathology on Gigapixel Whole Slide Images Ming Y. Lu Dehan Kong Jana Lipkova Richard J. Chen Rajendra Singh Drew F. K. Williamson Tiffany Y. Chen Faisal Mahmood FedML MedIm 31 169 0 21 Sep 2020
Deep Learning-based Computational Pathology Predicts Origins for Cancers of Unknown Primary Ming Y. Lu Melissa Zhao Maha Shady Jana Lipkova Tiffany Y. Chen Drew F. K. Williamson Faisal Mahmood MedIm 14 467 0 24 Jun 2020
Detection of prostate cancer in whole-slide images through end-to-end training with image-level labels H. Pinckaers W. Bulten J. A. van der Laak G. Litjens MedIm 22 71 0 05 Jun 2020
Classifying and Segmenting Microscopy Images Using Convolutional Multiple Instance Learning Oren Z. Kraus Lei Jimmy Ba B. Frey 169 391 0 17 Nov 2015