Federated Learning for Computational Pathology on Gigapixel Whole Slide Images

Jana Lipkova , Faisal Mahmood , Ming Y. Lu , Tiffany Y. Chena
arXiv: Image and Video Processing

57
2020
Humeral version and neck-shaft angle correlated with demographic parameters in a study of 1104 cadaveric humeri.

Robby W. Goldberg , Drew F. Williamson , Harry A. Hoyen , Raymond W. Liu
Journal of Shoulder and Elbow Surgery 29 ( 6) 1236 -1241

3
2020
12
2017
SN-FPN: Self-attention Nested Feature Pyramid Network for Digital Pathology Image Segmentation

Sanghoon Lee , Kazi A Islam , Sai C Koganti , Varshini Yaganti
bioRxiv 2024.04. 30.591883 -2024.04. 30.591883

2024
egtplot: A Python Package for Three-Strategy Evolutionary Games

Inom Mirzaev , Drew FK Williamson , Jacob G Scott
The Journal of Open Source Software 3 ( 26) 735

4
2018
Algorithm fairness in ai for medicine and healthcare

Richard J Chen , Tiffany Y Chen , Jana Lipkova , Judy J Wang
arXiv preprint arXiv:2110.00603

24
2021
Whole slide images are 2d point clouds: Context-aware survival prediction using patch-based graph convolutional networks

Richard J Chen , Ming Y Lu , Muhammad Shaban , Chengkuan Chen
Smpte Journal 339 -349

31
2021
Pan-cancer integrative histology-genomic analysis via multimodal deep learning

Richard J Chen , Ming Y Lu , Drew FK Williamson , Tiffany Y Chen
Cancer Cell 40 ( 8) 865 -878

14
2022
Artificial intelligence for multimodal data integration in oncology

Jana Lipkova , Richard J Chen , Bowen Chen , Ming Y Lu
Cancer cell 40 ( 10) 1095 -1110

11
2022
Differentiable zooming for multiple instance learning on whole-slide images

Kevin Thandiackal , Boqi Chen , Pushpak Pati , Guillaume Jaume
Smpte Journal 699 -715

5
2022
Multimodal co-attention transformer for survival prediction in gigapixel whole slide images

Richard J Chen , Ming Y Lu , Wei-Hung Weng , Tiffany Y Chen
Smpte Journal 4015 -4025

42
2021
Synthetic data in machine learning for medicine and healthcare

Richard J Chen , Ming Y Lu , Tiffany Y Chen , Drew FK Williamson
Nature Biomedical Engineering 5 ( 6) 493 -497

138
2021
A deep-learning model for transforming the style of tissue images from cryosectioned to formalin-fixed and paraffin-embedded

Kutsev Bengisu Ozyoruk , Sermet Can , Berkan Darbaz , Kayhan Başak
Nature Biomedical Engineering 6 ( 12) 1407 -1419

2022
Pan-cancer integrative histology-genomic analysis via interpretable multimodal deep learning

Richard J Chen , Ming Y Lu , Drew FK Williamson , Tiffany Y Chen
arXiv preprint arXiv:2108.02278

7
2021
Paging the clinical informatics community: respond STAT to Dobbs v. Jackson's women's health organization

Simone Arvisais-Anhalt , Akshay Ravi , Benjamin Weia , Jos Aarts
Applied clinical informatics 14 ( 01) 164 -171

3
2023
Visual language pretrained multiple instance zero-shot transfer for histopathology images

Ming Y Lu , Bowen Chen , Andrew Zhang , Drew FK Williamson
Proceedings of the IEEE/CVF conference on computer vision and pattern recognition 19764 -19775

40
2023
Demographic bias in misdiagnosis by computational pathology models

Anurag Vaidya , Richard J Chen , Drew FK Williamson , Andrew H Song
Nature Medicine 30 ( 4) 1174 -1190

1
2024
A unifying force for the realization of medical AI

Jochen K Lennerz , Ursula Green , Drew FK Williamson , Faisal Mahmood
npj Digital Medicine 5 ( 1) 172 -172

10
2022
Towards a general-purpose foundation model for computational pathology

Richard J Chen , Tong Ding , Ming Y Lu , Drew FK Williamson
Nature Medicine 1 -13

22
2024
Racial disparities bias oncology AI models

Richard J Chen , Drew FK Williamson , Ming Y Lu , Tiffany Y Chen
Cancer Epidemiology, Biomarkers & Prevention 32 ( 1_Supplement) A007 -A007

2023