Multimodal Prototyping for cancer survival prediction AH Song, RJ Chen, G Jaume, AJ Vaidya, A Baras, F Mahmood Forty-first International Conference on Machine Learning, 2024 | | 2024 |
HEST-1k: A Dataset for Spatial Transcriptomics and Histology Image Analysis G Jaume*, P Doucet*, AH Song, MY Lu, C Almagro-Pérez, SJ Wagner, ... arXiv preprint arXiv:2406.16192, 2024 | | 2024 |
A Multimodal Generative AI Copilot for Human Pathology MY Lu*, B Chen*, DFK Williamson*, RJ Chen, M Zhao, AK Chow, ... Nature, 1-3, 2024 | 10* | 2024 |
Are Stronger Feature Representations All You Need for Histology Image Search? RJ Chen, F Mahmood NEJM AI 1 (5), AIe2400314, 2024 | | 2024 |
Demographic bias in misdiagnosis by computational pathology models A Vaidya*, RJ Chen*, DFK Williamson*, AH Song, G Jaume, Y Yang, ... Nature Medicine 30 (4), 1174-1190, 2024 | 4 | 2024 |
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 |
Quantifying & modeling multimodal interactions: An information decomposition framework PP Liang, Y Cheng, X Fan, CK Ling, S Nie, R Chen, Z Deng, N Allen, ... Advances in Neural Information Processing Systems 36, 2024 | 25 | 2024 |
Modeling dense multimodal interactions between biological pathways and histology for survival prediction G Jaume*, A Vaidya*, RJ Chen, DFK Williamson, PP Liang, F Mahmood Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2024 | 18 | 2024 |
Transcriptomics-guided slide representation learning in computational pathology G Jaume, L Oldenburg, A Vaidya, RJ Chen, DFK Williamson, T Peeters, ... Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2024 | 2 | 2024 |
Morphological prototyping for unsupervised slide representation learning in computational pathology AH Song, RJ Chen, T Ding, DFK Williamson, G Jaume, F Mahmood Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2024 | 4 | 2024 |
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 |
Abstract PR005: Deep learning-based multimodal integration of histology and genomics improves cancer origin prediction M Shaban, MY Lu, DFK Williamson, RJ Chen, J Lipkova, TY Chen, ... Cancer Research 83 (2_Supplement_2), PR005-PR005, 2023 | | 2023 |
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 | 50 | 2023 |
Multimodal fusion for diagnosis, prognosis, and therapeutic response prediction F Mahmood, R Chen US Patent App. 17/762,125, 2022 | 3 | 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 |
Incorporating intratumoral heterogeneity into weakly-supervised deep learning models via variance pooling I Carmichael*, AH Song*, RJ Chen, DFK Williamson, TY Chen, ... International Conference on Medical Image Computing and Computer-Assisted …, 2022 | 13 | 2022 |
Systems and methods for detecting cognitive decline with mobile devices RJC Chen, L Foschini, FA Jankovic, HJ Jung, L Kourtis, V Maljkovic, ... US Patent App. 17/625,907, 2022 | | 2022 |
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 |
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 |