Integrated multimodal artificial intelligence framework for healthcare applications

25 February 2022

Kimberly Villalobos Carballo

Papers citing "Integrated multimodal artificial intelligence framework for healthcare applications"

37 / 37 papers shown

Title
Efficient Domain Adaptation of Multimodal Embeddings using Constrastive Learning Georgios Margaritis Periklis Petridis Dimitris Bertsimas 66 0 0 04 Feb 2025
VisTA: Vision-Text Alignment Model with Contrastive Learning using Multimodal Data for Evidence-Driven, Reliable, and Explainable Alzheimer's Disease Diagnosis Duy-Cat Can Linh D. Dang Quang-Huy Tang Dang Minh Ly Huong Ha Guillaume Blanc Oliver Y. Chén Binh T. Nguyen 69 1 0 03 Feb 2025
MedPromptX: Grounded Multimodal Prompting for Chest X-ray Diagnosis Mai A. Shaaban Adnan Khan Mohammad Yaqub LM&MA 86 2 0 28 Jan 2025
Time Series Embedding Methods for Classification Tasks: A Review Yasamin Ghahremani Vangelis Metsis AI4TS 41 0 0 23 Jan 2025
Context Clues: Evaluating Long Context Models for Clinical Prediction Tasks on EHRs Michael Wornow Suhana Bedi Miguel Angel Fuentes Hernandez E. Steinberg Jason Alan Fries Christopher Ré Sanmi Koyejo N. Shah 95 4 0 09 Dec 2024
Towards Foundation Models for Critical Care Time Series Manuel Burger Fedor Sergeev Malte Londschien Daphné Chopard Hugo Yèche ... Zeynep Babür Jasmina Bogojeska M. Faltys Rita Kuznetsova Gunnar Rätsch AI4TS LM&MA 78 0 0 25 Nov 2024
HIST-AID: Leveraging Historical Patient Reports for Enhanced Multi-Modal Automatic Diagnosis Haoxu Huang Cem M. Deniz K. Cho S. Chopra Divyam Madaan 42 1 0 16 Nov 2024
Understanding Graphical Perception in Data Visualization through Zero-shot Prompting of Vision-Language Models Grace Guo Jenna Jiayi Kang Raj Sanjay Shah Hanspeter Pfister Sashank Varma VLM 38 4 0 31 Oct 2024
Predicting the Stay Length of Patients in Hospitals using Convolutional Gated Recurrent Deep Learning Model Mehdi Neshat Michael Phipps Chris A. Browne Nicole T. Vargas Seyedali Mirjalili 25 2 0 26 Sep 2024
When Raw Data Prevails: Are Large Language Model Embeddings Effective in Numerical Data Representation for Medical Machine Learning Applications? Yanjun Gao Skatje Myers Shan Chen Dmitriy Dligach Timothy A Miller Danielle S. Bitterman M. Churpek Majid Afshar 49 7 0 15 Aug 2024
Towards Holistic Disease Risk Prediction using Small Language Models Liv Bjorkdahl Oskar Pauli Johan Ostman Chiara Ceccobello Sara Lundell Magnus Kjellberg LM&MA 42 0 0 13 Aug 2024
UrFound: Towards Universal Retinal Foundation Models via Knowledge-Guided Masked Modeling Kai Yu Yang Zhou Yang Bai Z. Soh Xinxing Xu Rick Siow Mong Goh Ching-Yu Cheng Yong Liu VLM 32 2 0 10 Aug 2024
Patient-centered data science: an integrative framework for evaluating and predicting clinical outcomes in the digital health era Mohsen Amoei D. Poenaru AI4CE 36 0 0 31 Jul 2024
Automated Ensemble Multimodal Machine Learning for Healthcare F. Imrie Stefan Denner Lucas S. Brunschwig Klaus H. Maier-Hein M. Schaar 24 2 1 25 Jul 2024
Establishing Rigorous and Cost-effective Clinical Trials for Artificial Intelligence Models Wanling Gao Yunyou Huang Dandan Cui Zhuoming Yu Wenjing Liu ... Tianyi Wei Suqin Tang Bingjie Xia Zhifei Zhang Jianfeng Zhan 24 0 0 11 Jul 2024
Multimodal Data Integration for Precision Oncology: Challenges and Future Directions Huajun Zhou Fengtao Zhou Chenyu Zhao Yingxue Xu Luyang Luo Hao Chen 32 5 0 28 Jun 2024
FlexCare: Leveraging Cross-Task Synergy for Flexible Multimodal Healthcare Prediction Muhao Xu Zhenfeng Zhu Youru Li Shuai Zheng Yawei Zhao Kunlun He Yao Zhao 46 1 0 17 Jun 2024
Embedding-based Multimodal Learning on Pan-Squamous Cell Carcinomas for Improved Survival Outcomes Asim Waqas Aakash Tripathi Paul Stewart Mia Naeini Ghulam Rasool AI4CE 39 3 0 11 Jun 2024
Policy Trees for Prediction: Interpretable and Adaptive Model Selection for Machine Learning Dimitris Bertsimas Matthew Peroni OffRL 30 0 0 30 May 2024
Towards Precision Healthcare: Robust Fusion of Time Series and Image Data Ali Rasekh Reza Heidari Amir Hosein Haji Mohammad Rezaie Parsa Sharifi Sedeh Zahra Ahmadi Prasenjit Mitra Wolfgang Nejdl AI4TS 31 2 0 24 May 2024
Interpretable Multimodal Learning for Cardiovascular Hemodynamics Assessment P. C. Tripathi Sina Tabakhi M. N. I. Suvon Lawrence Schob S. Alabed Andrew J Swift Shuo Zhou Haiping Lu 25 2 0 06 Apr 2024
FuseMoE: Mixture-of-Experts Transformers for Fleximodal Fusion Xing Han Huy Nguyen Carl Harris Nhat Ho Suchi Saria MoE 77 16 0 05 Feb 2024
Foundation Model Makes Clustering A Better Initialization For Cold-Start Active Learning Han Yuan Chuan Hong AI4CE 17 0 0 04 Feb 2024
Review of multimodal machine learning approaches in healthcare "Felix H. Krones Umar Marikkar Guy Parsons Adam Szmul Adam Mahdi 40 27 0 04 Feb 2024
Detecting Brain Tumors through Multimodal Neural Networks Antonio Curci Andrea Esposito 19 4 0 10 Jan 2024
Multimodal Clinical Benchmark for Emergency Care (MC-BEC): A Comprehensive Benchmark for Evaluating Foundation Models in Emergency Medicine Emma Chen Aman Kansal Julie Chen B. Jin Julia Rachel Reisler David A Kim Pranav Rajpurkar 43 14 0 07 Nov 2023
MultiModN- Multimodal, Multi-Task, Interpretable Modular Networks Vinitra Swamy Malika Satayeva Jibril Frej Thierry Bossy Thijs Vogels Martin Jaggi Tanja Kaser Mary-Anne Hartley 20 12 0 25 Sep 2023
Harmonic-NAS: Hardware-Aware Multimodal Neural Architecture Search on Resource-constrained Devices Mohamed Imed Eddine Ghebriout Halima Bouzidi Smail Niar Hamza Ouarnoughi 19 3 0 12 Sep 2023
Patchwork Learning: A Paradigm Towards Integrative Analysis across Diverse Biomedical Data Sources Suraj Rajendran Weishen Pan M. Sabuncu Yong Chen Jiayu Zhou Fei Wang 57 14 0 10 May 2023
Learning Missing Modal Electronic Health Records with Unified Multi-modal Data Embedding and Modality-Aware Attention Kwanhyung Lee Soojeong Lee Sangchul Hahn Heejung Hyun Edward Choi Byungeun Ahn Joohyung Lee 49 16 0 04 May 2023
Ensemble Modeling for Time Series Forecasting: an Adaptive Robust Optimization Approach Dimitris Bertsimas L. Boussioux AI4TS 35 4 0 09 Apr 2023
Privacy-preserving machine learning for healthcare: open challenges and future perspectives Alejandro Guerra-Manzanares L. J. L. Lopez Michail Maniatakos Farah E. Shamout 23 9 0 27 Mar 2023
The Shaky Foundations of Clinical Foundation Models: A Survey of Large Language Models and Foundation Models for EMRs Michael Wornow Yizhe Xu Rahul Thapa Birju S. Patel E. Steinberg Scott L. Fleming M. Pfeffer Jason Alan Fries N. Shah LM&MA 28 32 0 22 Mar 2023
MuG: A Multimodal Classification Benchmark on Game Data with Tabular, Textual, and Visual Fields Jiaying Lu Yongchen Qian Shifan Zhao Yuanzhe Xi Carl Yang VLM 27 3 0 06 Feb 2023
Unsupervised pre-training of graph transformers on patient population graphs Chantal Pellegrini Nassir Navab Anees Kazi MedIm AI4CE 46 11 0 21 Jul 2022
TorchXRayVision: A library of chest X-ray datasets and models Joseph Paul Cohen J. Viviano Paul Bertin Paul Morrison Parsa Torabian ... M. Lungren Akshay S. Chaudhari Rupert Brooks Mohammad Hashir H. Bertrand VLM MedIm 25 121 0 31 Oct 2021
Holistic Deep Learning Dimitris Bertsimas Kimberly Villalobos Carballo L. Boussioux M. Li Alex Paskov I. Paskov 33 1 0 29 Oct 2021