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, 2020 | 489 | 2020 |
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 | 364 | 2019 |
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, 2018 | 248 | 2018 |
Unsupervised Reverse Domain Adaptation for Synthetic Medical Images via Adversarial Training F Mahmood, RJ Chen, NJ Durr IEEE Transactions on Medical Imaging 37 (12), 2018 | 213 | 2018 |
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 | 200 | 2020 |
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 | 198 | 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 | 93 | 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 | 88 | 2022 |
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 | 80 | 2022 |
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 | 72 | 2019 |
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 | 67 | 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 | 59 | 2021 |
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. e6, 2022 | 50* | 2022 |
Rethinking Monocular Depth Estimation with Adversarial Training RJ Chen, F Mahmood, A Yuille, NJ Durr arXiv preprint arXiv:1808.07528, 2018 | 48 | 2018 |
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 | 44 | 2019 |
Deep Learning with Cinematic Rendering - Fine-Tuning Deep Neural Networks Using Photorealistic Medical Images F Mahmood, RJ Chen, S Sudarsky, D Yu, N J. Durr Physics in Medicine & Biology 63 (18), 2018 | 44 | 2018 |
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 | 37 | 2022 |
VR-Caps: a virtual environment for capsule endoscopy K İncetan, IO Celik, A Obeid, GI Gokceler, KB Ozyoruk, Y Almalioglu, ... Medical image analysis 70, 101990, 2021 | 36 | 2021 |
SLAM Endoscopy Enhanced by Adversarial Depth Prediction RJ Chen, TL Bobrow, T Athey, F Mahmood, NJ Durr KDD'19 Workshop on Applied Data Science for Healthcare, 2019 | 36 | 2019 |
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 | 31 | 2022 |