Fusion of medical imaging and electronic health records using deep learning: a systematic review and implementation guidelines SC Huang, A Pareek, S Seyyedi, I Banerjee, MP Lungren Nature Digital Medicine 3 (1), 1-9, 2020 | 542 | 2020 |
AI recognition of patient race in medical imaging: a modelling study JW Gichoya, I Banerjee, AR Bhimireddy, JL Burns, LA Celi, LC Chen, ... The Lancet Digital Health 4 (6), e406-e414, 2022 | 376 | 2022 |
GLoRIA: A Multimodal Global-Local Representation Learning Framework for Label-Efficient Medical Image Recognition SC Huang, L Shen, MP Lungren, S Yeung Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2021 | 294 | 2021 |
Multimodal fusion with deep neural networks for leveraging CT imaging and electronic health record: a case-study in pulmonary embolism detection SC Huang, A Pareek, R Zamanian, I Banerjee, MP Lungren Nature Scientific Reports 10 (1), 1-9, 2020 | 190 | 2020 |
Self-supervised learning for medical image classification: a systematic review and implementation guidelines SC Huang, A Pareek, M Jensen, MP Lungren, S Yeung, AS Chaudhari Nature Digital Medicine 6 (1), 74, 2023 | 165 | 2023 |
PENet—a scalable deep-learning model for automated diagnosis of pulmonary embolism using volumetric CT imaging SC Huang, T Kothari, I Banerjee, C Chute, RL Ball, N Borus, A Huang, ... Nature Digital Medicine 3 (1), 1-9, 2020 | 145 | 2020 |
Ten simple rules for writing and sharing computational analyses in Jupyter Notebooks A Rule, A Birmingham, C Zuniga, I Altintas, SC Huang, R Knight, ... PLoS computational biology 15 (7), e1007007, 2019 | 144 | 2019 |
The RSNA pulmonary embolism CT dataset E Colak, FC Kitamura, SB Hobbs, CC Wu, MP Lungren, LM Prevedello, ... Radiology: Artificial Intelligence 3 (2), e200254, 2021 | 95 | 2021 |
Label-efficient self-supervised federated learning for tackling data heterogeneity in medical imaging R Yan, L Qu, Q Wei, SC Huang, L Shen, D Rubin, L Xing, Y Zhou IEEE Transactions on Medical Imaging, 2023 | 86 | 2023 |
Prostate cancer therapy personalization via multi-modal deep learning on randomized phase III clinical trials A Esteva, J Feng, D van der Wal, SC Huang, JP Simko, S DeVries, ... Nature Digital Medicine, 2022 | 81 | 2022 |
Reading race: AI recognises patient's racial identity in medical images I Banerjee, AR Bhimireddy, JL Burns, LA Celi, LC Chen, R Correa, ... arXiv preprint arXiv:2107.10356, 2021 | 79 | 2021 |
Diagnosing and rectifying vision models using language Y Zhang, JZ HaoChen, SC Huang, KC Wang, J Zou, S Yeung The Eleventh International Conference on Learning Representations. 2022., 2023 | 40 | 2023 |
RadFusion: Benchmarking Performance and Fairness for Multimodal Pulmonary Embolism Detection from CT and EHR Y Zhou, SC Huang, JA Fries, A Youssef, TJ Amrhein, M Chang, I Banerjee, ... arXiv preprint arXiv:2111.11665, 2021 | 40 | 2021 |
Ten simple rules for reproducible research in Jupyter notebooks A Rule, A Birmingham, C Zuniga, I Altintas, SC Huang, R Knight, ... arXiv preprint arXiv:1810.08055, 2018 | 31 | 2018 |
Automatic lung nodule segmentation and intra-nodular heterogeneity image generation J Song, SC Huang, B Kelly, G Liao, J Shi, N Wu, W Li, Z Liu, L Cui, ... IEEE Journal of Biomedical and Health Informatics, 2021 | 29 | 2021 |
BenchMD: A Benchmark for Modality-Agnostic Learning on Medical Images and Sensors K Wantlin, C Wu, SC Huang, O Banerjee, F Dadabhoy, VV Mehta, ... arXiv preprint arXiv:2304.08486, 2023 | 17 | 2023 |
Training Small Multimodal Models to Bridge Biomedical Competency Gap: A Case Study in Radiology Imaging JMZ Chaves, SC Huang, Y Xu, H Xu, N Usuyama, S Zhang, F Wang, ... arXiv preprint arXiv:2403.08002, 2024 | 15 | 2024 |
Developing medical imaging AI for emerging infectious diseases SC Huang, AS Chaudhari, CP Langlotz, N Shah, S Yeung, MP Lungren Nature Communications 13 (1), 1-6, 2022 | 13 | 2022 |
An AI-derived digital pathology-based biomarker to predict the benefit of androgen deprivation therapy in localized prostate cancer with validation in NRG/RTOG 9408. DE Spratt, Y Sun, D Van der Wal, SC Huang, O Mohamad, AJ Armstrong, ... Journal of Clinical Oncology 40 (6_suppl), 223-223, 2022 | 13 | 2022 |
LOVM: Language-only vision model selection O Zohar, SC Huang, KC Wang, S Yeung Advances in Neural Information Processing Systems 36, 2024 | 11 | 2024 |