Foundation Model for Advancing Healthcare: Challenges, Opportunities, and Future Directions

4 April 2024

Hao Chen

Papers citing "Foundation Model for Advancing Healthcare: Challenges, Opportunities, and Future Directions"

50 / 50 papers shown

Title
FoMoH: A clinically meaningful foundation model evaluation for structured electronic health records Chao Pang Vincent Jeanselme Young Sang Choi Xinzhuo Jiang Zilin Jing ... Yuta Kobayashi Yanwei Li Florent Pollet Karthik Natarajan Shalmali Joshi 139 0 0 22 May 2025
Limits of trust in medical AI Joshua Hatherley 66 132 0 20 Mar 2025
A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethics Kai He Rui Mao Qika Lin Yucheng Ruan Xiang Lan Mengling Feng Min Zhang LM&MA AILaw 167 166 0 28 Jan 2025
How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks? Wenxuan Li Alan Yuille Zongwei Zhou MedIm 111 9 0 20 Jan 2025
A Multimodal Knowledge-enhanced Whole-slide Pathology Foundation Model Yingxue Xu Yihui Wang Fengtao Zhou Jiabo Ma Shu Yang ... Anjia Han Ronald Cheong Kin Chan Li Liang Xiuming Zhang Hao Chen 62 18 0 22 Jul 2024
MiM: Mask in Mask Self-Supervised Pre-Training for 3D Medical Image Analysis Jiaxin Zhuang Linshan Wu Qiong Wang V. Vardhanabhuti Lin Luo Hao Chen Hao Chen 74 4 0 24 Apr 2024
A Decade's Battle on Dataset Bias: Are We There Yet? Zhuang Liu Kaiming He 72 31 0 13 Mar 2024
Enhancing Vision-Language Pre-training with Rich Supervisions Yuan Gao Kunyu Shi Pengkai Zhu Edouard Belval Oren Nuriel Srikar Appalaraju Shabnam Ghadar Vijay Mahadevan Zhuowen Tu Stefano Soatto VLM CLIP 94 12 0 05 Mar 2024
MedAgents: Large Language Models as Collaborators for Zero-shot Medical Reasoning Xiangru Tang Anni Zou Zhuosheng Zhang Ziming Li Yilun Zhao Xingyao Zhang Arman Cohan Mark B. Gerstein LRM LM&MA 63 154 0 16 Nov 2023
The Foundation Model Transparency Index Rishi Bommasani Kevin Klyman Shayne Longpre Sayash Kapoor Nestor Maslej Betty Xiong Daniel Zhang Percy Liang ELM 26 66 0 19 Oct 2023
Comprehensive Multimodal Segmentation in Medical Imaging: Combining YOLOv8 with SAM and HQ-SAM Models S. Pandey Kuan-Fu Chen Erik Dam 29 43 0 04 Oct 2023
MA-SAM: Modality-agnostic SAM Adaptation for 3D Medical Image Segmentation Cheng Chen Juzheng Miao Dufan Wu Zhiling Yan Sekeun Kim ... Lichao Sun Xiang Li Tianming Liu Pheng-Ann Heng Quanzheng Li MedIm 83 60 0 16 Sep 2023
ETP: Learning Transferable ECG Representations via ECG-Text Pre-training Che Liu Zhongwei Wan Sibo Cheng Mi Zhang Rossella Arcucci 50 38 0 06 Sep 2023
Gene-induced Multimodal Pre-training for Image-omic Classification Ting Jin Xingran Xie Renjie Wan Qingli Li Yan Wang AI4CE 57 11 0 06 Sep 2023
Cheap Lunch for Medical Image Segmentation by Fine-tuning SAM on Few Exemplars W. Feng Lingting Zhu Lequan Yu MedIm 36 19 0 27 Aug 2023
Foundational Models Defining a New Era in Vision: A Survey and Outlook Muhammad Awais Muzammal Naseer Salman Khan Rao Muhammad Anwer Hisham Cholakkal M. Shah Ming-Hsuan Yang Fahad Shahbaz Khan VLM 103 123 0 25 Jul 2023
HyenaDNA: Long-Range Genomic Sequence Modeling at Single Nucleotide Resolution Eric N. D. Nguyen Michael Poli Marjan Faizi A. Thomas Callum Birch-Sykes ... Stefano Massaroli Yoshua Bengio Stefano Ermon S. Baccus Christopher Ré MedIm 58 239 0 27 Jun 2023
When Foundation Model Meets Federated Learning: Motivations, Challenges, and Future Directions Weiming Zhuang Chen Chen Lingjuan Lyu Chong Chen Yaochu Jin Lingjuan Lyu AIFin AI4CE 129 93 0 27 Jun 2023
LVM-Med: Learning Large-Scale Self-Supervised Vision Models for Medical Imaging via Second-order Graph Matching D. M. Nguyen Hoang Nguyen Nghiem Tuong Diep Tan Ngoc Pham T. Cao ... Nhat Ho Shadi Albarqouni P. Xie Daniel Sonntag Mathias Niepert VLM MedIm 48 50 0 20 Jun 2023
Quilt-1M: One Million Image-Text Pairs for Histopathology Wisdom O. Ikezogwo M. S. Seyfioglu Fatemeh Ghezloo Dylan Stefan Chan Geva Fatwir Sheikh Mohammed Pavan Kumar Anand Ranjay Krishna Linda G. Shapiro CLIP VLM 241 122 0 20 Jun 2023
Visual Language Pretrained Multiple Instance Zero-Shot Transfer for Histopathology Images Ming Y. Lu Bowen Chen Andrew Zhang Drew F. K. Williamson Richard J. Chen Tong Ding L. Le Yung-Sung Chuang Faisal Mahmood VLM MedIm 134 101 0 13 Jun 2023
HuatuoGPT, towards Taming Language Model to Be a Doctor Hongbo Zhang Junying Chen Feng Jiang Fei Yu Zhihong Chen ... Zhiyi Zhang Qingying Xiao Xiang Wan Benyou Wang Haizhou Li LM&MA AI4MH ELM 73 198 0 24 May 2023
Prompt Engineering for Healthcare: Methodologies and Applications Jiaqi Wang Enze Shi Sigang Yu Zihao Wu Chong Ma ... Dajiang Zhu Yixuan Yuan Dinggang Shen Tianming Liu Shu Zhang LM&MA 78 112 0 28 Apr 2023
UniverSeg: Universal Medical Image Segmentation V. Butoi Jose Javier Gonzalez Ortiz Tianyu Ma M. Sabuncu John Guttag Adrian Dalca 54 78 0 12 Apr 2023
Scaling Down to Scale Up: A Guide to Parameter-Efficient Fine-Tuning Vladislav Lialin Vijeta Deshpande Anna Rumshisky 76 170 0 28 Mar 2023
A Text-guided Protein Design Framework Shengchao Liu Yanjing Li Zhuoxinran Li A. Gitter Yutao Zhu ... Arvind Ramanathan Chaowei Xiao Jian Tang Hongyu Guo Anima Anandkumar 101 62 0 09 Feb 2023
Breaking with Fixed Set Pathology Recognition through Report-Guided Contrastive Training C. Seibold Simon Reiß M. Sarfraz Rainer Stiefelhagen Jens Kleesiek 33 31 0 14 May 2022
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 295 3,458 0 29 Apr 2022
HealthPrompt: A Zero-shot Learning Paradigm for Clinical Natural Language Processing Sonish Sivarajkumar Yanshan Wang VLM LM&MA 72 55 0 09 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 611 9,009 0 28 Jan 2022
Pretrained Language Models for Text Generation: A Survey Junyi Li Tianyi Tang Wayne Xin Zhao J. Nie Ji-Rong Wen AI4CE 57 134 0 14 Jan 2022
Joint Learning of Localized Representations from Medical Images and Reports Philipp Muller Georgios Kaissis Cong Zou Daniel Munich 163 83 0 06 Dec 2021
Sustainable AI: Environmental Implications, Challenges and Opportunities Carole-Jean Wu Ramya Raghavendra Udit Gupta Bilge Acun Newsha Ardalani ... Maximilian Balandat Joe Spisak R. Jain Michael G. Rabbat K. Hazelwood 76 396 0 30 Oct 2021
Towards artificial general intelligence via a multimodal foundation model Nanyi Fei Zhiwu Lu Yizhao Gao Guoxing Yang Yuqi Huo ... Ruihua Song Xin Gao Tao Xiang Haoran Sun Jiling Wen AI4CE LRM 57 218 0 27 Oct 2021
Pre-trained Language Models in Biomedical Domain: A Systematic Survey Benyou Wang Qianqian Xie Jiahuan Pei Zhihong Chen Prayag Tiwari Zhao Li Jie Fu LM&MA AI4CE 56 166 0 11 Oct 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 304 10,099 0 17 Jun 2021
Pre-Trained Models: Past, Present and Future Xu Han Zhengyan Zhang Ning Ding Yuxian Gu Xiao Liu ... Jie Tang Ji-Rong Wen Jinhui Yuan Wayne Xin Zhao Jun Zhu AIFin MQ AI4MH 123 836 0 14 Jun 2021
MMBERT: Multimodal BERT Pretraining for Improved Medical VQA Yash Khare Viraj Bagal Minesh Mathew Adithi Devi U. Priyakumar C. V. Jawahar MedIm 46 133 0 03 Apr 2021
Domain Adaptation for Medical Image Analysis: A Survey Hao Guan Mingxia Liu OOD 88 540 0 18 Feb 2021
Dynamic Neural Networks: A Survey Yizeng Han Gao Huang Shiji Song Le Yang Honghui Wang Yulin Wang 3DH AI4TS AI4CE 60 638 0 09 Feb 2021
Comparing to Learn: Surpassing ImageNet Pretraining on Radiographs By Comparing Image Representations Hong-Yu Zhou Shuang Yu Cheng Bian Yifan Hu Kai Ma Yefeng Zheng SSL MedIm 61 104 0 15 Jul 2020
Drug discovery with explainable artificial intelligence José Jiménez-Luna F. Grisoni G. Schneider 125 631 0 01 Jul 2020
Self-supervised Learning: Generative or Contrastive Xiao Liu Fanjin Zhang Zhenyu Hou Zhaoyu Wang Li Mian Jing Zhang Jie Tang SSL 110 1,604 0 15 Jun 2020
Towards the Systematic Reporting of the Energy and Carbon Footprints of Machine Learning Peter Henderson Jie Hu Joshua Romoff Emma Brunskill Dan Jurafsky Joelle Pineau 73 445 0 31 Jan 2020
Secure and Robust Machine Learning for Healthcare: A Survey A. Qayyum Junaid Qadir Muhammad Bilal Ala I. Al-Fuqaha AAML OOD 70 378 0 21 Jan 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 128 12,007 0 13 Nov 2019
BEHRT: Transformer for Electronic Health Records Yikuan Li Shishir Rao J. R. A. Solares A. Hassaine D. Canoy Yajie Zhu K. Rahimi G. Salimi-Khorshidi OOD 78 456 0 22 Jul 2019
Publicly Available Clinical BERT Embeddings Emily Alsentzer John R. Murphy Willie Boag W. Weng Di Jin Tristan Naumann Matthew B. A. McDermott AI4MH 132 1,956 0 06 Apr 2019
SciBERT: A Pretrained Language Model for Scientific Text Iz Beltagy Kyle Lo Arman Cohan 90 2,948 0 26 Mar 2019
BioBERT: a pre-trained biomedical language representation model for biomedical text mining Jinhyuk Lee Wonjin Yoon Sungdong Kim Donghyeon Kim Sunkyu Kim Chan Ho So Jaewoo Kang OOD 125 5,579 0 25 Jan 2019