John V. Guttag
- UniverSeg: Universal Medical Image Segmentation
2023/04/12 by Victor Ion Butoi, Butoi, Victor Ion, Jose Javier Gonzalez Ortiz +9 · 20 citations
Medicine · #Artificial Intelligence in Healthcare and Education #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Radiomics and Machine Learning in Medical Imaging
- Data augmentation using learned transformations for one-shot medical image segmentation
2019/02/25 by Amy Zhao, Zhao, Amy, Guha Balakrishnan +7 · 8 citations
Computer Science · #Medical Image Segmentation Techniques #Advanced Neural Network Applications #AI in cancer detection
- Tyche: Stochastic In-Context Learning for Medical Image Segmentation
2024/01/24 by Marianne Rakic, Rakic, Marianne, Hallee E. Wong +9 · 7 citations
Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
- Magnitude Invariant Parametrizations Improve Hypernetwork Learning
2023/04/15 by Jose Javier Gonzalez Ortiz, John V. Guttag, Ortiz, Jose Javier Gonzalez +3 · 4 citations
Computer Science · #Advanced Neural Network Applications #Machine Learning and Data Classification #Generative Adversarial Networks and Image Synthesis
- Data Augmentation for Electrocardiograms
2022/04/09 by Aniruddh Raghu, Divya Shanmugam, Raghu, Aniruddh +7 · 3 citations
Medicine · Neuroscience · #ECG Monitoring and Analysis #EEG and Brain-Computer Interfaces #FOS: Computer and information sciences #Heart Rate Variability and Autonomic Control #Machine Learning (cs.LG)
- Multiple Instance Learning for ECG Risk Stratification
2018/12/02 by Divya Shanmugam, Shanmugam, Divya, Davis Blalock +3 · 1 citation
Medicine · #Cardiac Imaging and Diagnostics #Cardiac electrophysiology and arrhythmias #ECG Monitoring and Analysis #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Intuitively Assessing ML Model Reliability through Example-Based Explanations and Editing Model Inputs
2021/02/17 by Harini Suresh, Suresh, Harini, Kathleen M. Lewis +5 · 1 citation
Computer Science · Psychology · Medicine · #Explainable Artificial Intelligence (XAI) #Mental Health Research Topics #Artificial Intelligence in Healthcare and Education
- MultiMorph: On-demand Atlas Construction
2025/03/31 by S. Mazdak Abulnaga, Andrew Hoopes, Abulnaga, S. Mazdak +13 · 4 citations
Biochemistry, Genetics and Molecular Biology · Medicine · Neuroscience · #Advanced Neuroimaging Techniques and Applications #Artificial Intelligence (cs.AI) #Cell Image Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Functional Brain Connectivity Studies
- VoxelPrompt: A Vision Agent for End-to-End Medical Image Analysis
2024/10/10 by Andrew Hoopes, Hoopes, Andrew, Victor Ion Butoi +6 · 2 citations
Computer Science · #Image Retrieval and Classification Techniques #Advanced Image and Video Retrieval Techniques #Multimodal Machine Learning Applications