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, 555–570, 2021 | 994 | 2021 |
From Detection of Individual Metastases to Classification of Lymph Node Status at the Patient Level: the CAMELYON17 Challenge P Bandi, O Geessink, Q Manson, M Van Dijk, M Balkenhol, M Hermsen, ... IEEE Transactions on Medical Imaging 38 (2), 550-560, 2019 | 545 | 2019 |
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 | 457 | 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 | 371 | 2020 |
Deep Adversarial Training for Multi-Organ Nuclei Segmentation in Histopathology Images F Mahmood, D Borders, RJ Chen, GN McKay, KJ Salimian, A Baras, ... IEEE Transactions on Medical Imaging 39 (11), 3257-3267, 2019 | 346 | 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 | 316 | 2022 |
Unsupervised Reverse Domain Adaptation for Synthetic Medical Images via Adversarial Training F Mahmood, RJ Chen, NJ Durr IEEE Transactions on Medical Imaging 37 (12), 2572-2581, 2018 | 263 | 2018 |
Pan-cancer integrative histology-genomic analysis via multimodal deep learning RJ Chen, MY Lu*, DFK Williamson*, TY Chen*, J Lipkova, Z Noor, ... Cancer Cell 40 (8), 865-878, 2022 | 211 | 2022 |
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 | 190 | 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 | 181 | 2021 |
Federated Learning for Computational Pathology on Gigapixel Whole Slide Images MY Lu*, RJ Chen*, D Kong, J Lipkova, R Singh, DFK Williamson, ... Medical Image Analysis 76, 102298, 2022 | 158 | 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 | 155* | 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 | 125 | 2021 |
Developing Measures of Cognitive Impairment in the Real World from Consumer-Grade Multimodal Sensor Streams RJ Chen*, F Jankovic*, N Marinsek*, L Foschini, L Kourtis, A Signorini, ... Proceedings of the 25th ACM SIGKDD International Conference on Knowledge …, 2019 | 118 | 2019 |
Semi-Supervised Histology Classification using Deep Multiple Instance Learning and Contrastive Predictive Coding MY Lu, RJ Chen, J Wang, D Dillon, F Mahmood Machine Learning For Health, NeurIPS 2019, 2019 | 98 | 2019 |
Weakly Supervised Prostate TMA Classification Via Graph Convolutional Networks J Wang, RJ Chen, MY Lu, A Baras, F Mahmood IEEE International Symposium on Biomedical Imaging 2020 (Oral Presentation), 2019 | 71 | 2019 |
Self-Supervised Vision Transformers Learn Visual Concepts in Histopathology RJ Chen, RG Krishnan Learning Meaningful Representations of Life, NeurIPS 2021, 2022 | 69 | 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 | 64 | 2022 |
Towards a general-purpose foundation model for computational pathology RJ Chen*, T Ding*, MY Lu*, DFK Williamson*, G Jaume, AH Song, ... Nature Medicine 30 (3), 850-862, 2024 | 60* | 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 | 58* | 2024 |