Data-efficient and weakly supervised computational pathology on whole-slide images MY Lu, DFK Williamson, TY Chen, RJ Chen, M Barbieri, F Mahmood Nature Biomedical Engineering, 1-16, 2021 | 884 | 2021 |
Synthetic data in machine learning for medicine and healthcare RJ Chen, MY Lu, TY Chen, DFK Williamson, F Mahmood Nature Biomedical Engineering, 1-5, 2021 | 414 | 2021 |
AI-based pathology predicts origins for cancers of unknown primary MY Lu, TY Chen, DFK Williamson, M Zhao, M Shady, J Lipkova, ... Nature 594 (7861), 106-110, 2021 | 406 | 2021 |
Pathomic Fusion: An Integrated Framework for Fusing Histopathology and Genomic Features for Cancer Diagnosis and Prognosis RJ Chen, MY Lu, J Wang, DFK Williamson, SJ Rodig, NI Lindeman, ... IEEE Transactions on Medical Imaging, 2019 | 334 | 2019 |
Deep adversarial training for multi-organ nuclei segmentation in histopathology images F Mahmood, D Borders, R Chen, GN McKay, KJ Salimian, A Baras, ... IEEE Transactions on Medical Imaging, 2019 | 317 | 2019 |
Scaling Vision Transformers to Gigapixel Images via Hierarchical Self-Supervised Learning RJ Chen, C Chen, Y Li, TY Chen, AD Trister, RG Krishnan, F Mahmood Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2022 | 280 | 2022 |
Unsupervised Reverse Domain Adaptation for Synthetic Medical Images via Adversarial Training F Mahmood, R Chen, NJ Durr IEEE Transactions on Medical Imaging, 2018 | 258 | 2018 |
Pan-cancer integrative histology-genomic analysis via multimodal deep learning RJ Chen, MY Lu, DFK Williamson, TY Chen, J Lipkova, Z Noor, M Shaban, ... Cancer Cell 40 (8), 865-878. e6, 2022 | 162 | 2022 |
Multimodal Co-Attention Transformer for Survival Prediction in Gigapixel Whole Slide Images RJ Chen, MY Lu, WH Weng, TY Chen, DFK Williamson, T Manz, M Shady, ... Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2021 | 160 | 2021 |
Artificial intelligence for multimodal data integration in oncology J Lipkova, RJ Chen, B Chen, MY Lu, M Barbieri, D Shao, AJ Vaidya, ... Cancer Cell 40 (10), 1095-1110, 2022 | 155 | 2022 |
Federated Learning for Computational Pathology on Gigapixel Whole Slide Images MY Lu, D Kong, J Lipkova, RJ Chen, R Singh, DFK Williamsona, ... Medical image analysis, 2020 | 147 | 2020 |
Deep learning and conditional random fields-based depth estimation and topographical reconstruction from conventional endoscopy F Mahmood, NJ Durr Medical image analysis 48, 230-243, 2018 | 146 | 2018 |
EndoSLAM Dataset and an Unsupervised Monocular Visual Odometry and Depth Estimation Approach for Endoscopic Videos KB Ozyoruk, GI Gokceler, TL Bobrow, G Coskun, K Incetan, Y Almalioglu, ... Medical Image Analysis, 102058, 2021 | 118 | 2021 |
Whole slide images are 2d point clouds: Context-aware survival prediction using patch-based graph convolutional networks RJ Chen, MY Lu, M Shaban, C Chen, TY Chen, DFK Williamson, ... Medical Image Computing and Computer Assisted Intervention–MICCAI 2021: 24th …, 2021 | 109 | 2021 |
Semi-Supervised Histology Classification using Deep Multiple Instance Learning and Contrastive Predictive Coding MY Lu, RJ Chen, J Wang, D Dillon, F Mahmood NeurIPS'19 ML4H, 2019 | 96 | 2019 |
Benchmarking weakly-supervised deep learning pipelines for whole slide classification in computational pathology NG Laleh, HS Muti, CML Loeffler, A Echle, OL Saldanha, F Mahmood, ... Medical Image Analysis, 102474, 2022 | 95 | 2022 |
Algorithmic fairness in artificial intelligence for medicine and healthcare RJ Chen, JJ Wang, DFK Williamson, TY Chen, J Lipkova, MY Lu, S Sahai, ... Nature Biomedical Engineering 7 (6), 719-742, 2023 | 76 | 2023 |
Weakly supervised prostate tma classification via graph convolutional networks J Wang, RJ Chen, MY Lu, A Baras, F Mahmood 2020 IEEE 17th International Symposium on Biomedical Imaging (ISBI), 239-243, 2020 | 69 | 2020 |
Fast and scalable search of whole-slide images via self-supervised deep learning* C Chen, MY Lu, DFK Williamson, TY Chen, AJ Schaumberg, F Mahmood Nature Biomedical Engineering, 2022 | 63 | 2022 |
Deep learning-enabled assessment of cardiac allograft rejection from endomyocardial biopsies J Lipkova, TY Chen, MY Lu, RJ Chen, M Shady, M Williams, J Wang, ... Nature Medicine 28 (3), 575-582, 2022 | 57 | 2022 |