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 5 (6), 555-570, 2021 | 953 | 2021 |
Synthetic data in machine learning for medicine and healthcare RJ Chen, MY Lu, TY Chen, DFK Williamson, F Mahmood Nature Biomedical Engineering 5 (6), 493-497, 2021 | 441 | 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 | 420 | 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 41 (4), 757-770, 2020 | 357 | 2020 |
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 | 194 | 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 | 171 | 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 | 168 | 2022 |
Federated learning for computational pathology on gigapixel whole slide images MY Lu, RJ Chen, D Kong, J Lipkova, R Singh, DFK Williamson, TY Chen, ... Medical image analysis 76, 102298, 2022 | 149 | 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 | 140* | 2023 |
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 | 121 | 2021 |
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 79, 102474, 2022 | 109* | 2022 |
Semi-supervised histology classification using deep multiple instance learning and contrastive predictive coding MY Lu, RJ Chen, J Wang, D Dillon, F Mahmood arXiv preprint arXiv:1910.10825, 2019 | 96 | 2019 |
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 | 71 | 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 6 (12), 1420-1434, 2022 | 67 | 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 | 61 | 2022 |
Towards a general-purpose foundation model for computational pathology RJ Chen, T Ding, MY Lu, DFK Williamson, G Jaume, AH Song, B Chen, ... Nature Medicine 30 (3), 850-862, 2024 | 49* | 2024 |
A visual-language foundation model for computational pathology MY Lu, B Chen, DFK Williamson, RJ Chen, I Liang, T Ding, G Jaume, ... Nature Medicine 30 (3), 863-874, 2024 | 45* | 2024 |
Visual language pretrained multiple instance zero-shot transfer for histopathology images MY Lu, B Chen, A Zhang, DFK Williamson, RJ Chen, T Ding, LP Le, ... Proceedings of the IEEE/CVF conference on computer vision and pattern …, 2023 | 44 | 2023 |
Artificial intelligence for digital and computational pathology AH Song, G Jaume, DFK Williamson, MY Lu, A Vaidya, TR Miller, ... Nature Reviews Bioengineering 1 (12), 930-949, 2023 | 39 | 2023 |
A deep-learning model for transforming the style of tissue images from cryosectioned to formalin-fixed and paraffin-embedded KB Ozyoruk, S Can, B Darbaz, K Başak, D Demir, GI Gokceler, G Serin, ... Nature Biomedical Engineering 6 (12), 1407-1419, 2022 | 35* | 2022 |