Greg Holste
Greg Holste
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CV
Publications
Type
Conference paper
Journal article
Preprint
Date
2023
2022
2021
2020
Improved Multimodal Fusion for Small Datasets with Auxiliary Supervision
arXiv Preprint (Accepted to IEEE ISBI 2023)
Parameter-efficient multimodal learning of histopathology imaging and clinical risk factors for improved prostate cancer classification.
Gregory Holste
,
Douwe van der Wal
,
Hans Pinckaers
,
Rikiya Yamashita
,
Akinori Mitania
,
Andre Esteva
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Automated severe aortic stenosis detection on single-view echocardiography: A multi-center deep learning study
medRxiv Preprint
Accurate and generalizable detection of severe aortic stenosis based on single-view echocardiography.
Gregory Holste
,
Evangelos K. Oikonomou
,
Bobak J. Mortazavi
,
Andreas Coppi
,
Kamil F. Faridi
,
Edward J. Miller
,
John K. Forrest
,
Robert L. McNamara
,
Lucila Ohno-Machado
,
Neal Yuan
,
Aakriti Gupta
,
David Ouyang
,
Harlan M. Krumholz
,
Zhangyang Wang
,
Rohan Khera
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Radiomics-Guided Global-Local Transformer for Weakly Supervised Pathology Localization in Chest X-Rays
IEEE Transactions on Medical Imaging
A Transformer for weakly supervised disease localization that uses a novel feedback loop between (local) radiomics features and (global) chest X-ray features.
Yan Han
,
Gregory Holste
,
Ying Ding
,
Ahmed Tewfik
,
Yifan Peng
,
Zhangyang Wang
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Code
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study
MICCAI Workshop on Data Augmentation, Labelling, and Imperfections 2022
Oral
A large-scale benchmark for long-tailed learning of chest X-rays.
Gregory Holste
,
Song Wang
,
Ziyu Jiang
,
Thomas C. Shen
,
George Shih
,
Ronald M. Summers
,
Yifan Peng
,
Zhangyang Wang
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Code
Video
Source Document
Self-Supervised Learning of Echocardiogram Videos Enables Data-Efficient Clinical Diagnosis
arXiv Preprint
Self-supervised learning method for echocardiogram videos drives label-efficient fine-tuning on aortic stenosis classification.
Presented at
IMLH 2022
, an ICML workshop.
Gregory Holste
,
Evangelos K. Oikonomou
,
Bobak Mortazavi
,
Zhangyang Wang
,
Rohan Khera
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Code
Poster
Avalanche decision schemes to improve pediatric rib fracture detection
SPIE Medical Imaging 2022
Domain knowledge-guided method for improved rib fracture localization.
Jonathan Burkow
,
Gregory Holste
,
Jeffrey Otjen
,
Francisco Perez
,
Joseph Junewick
,
Adam Alessio
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End-to-End Learning of Fused Image and Non-Image Features for Improved Breast Cancer Classification from MRI
CVAMD 2021 (ICCV Workshop)
Methods for jointly learning from breast imaging and tabular non-image data to predict breast cancer.
Gregory Holste
,
Savannah Partridge
,
Habib Rahbar
,
Debosmita Biswas
,
Christoph Lee
,
Adam Alessio
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Code
Poster
Deep learning methods for segmentation of lines in pediatric chest radiographs
SPIE Medical Imaging 2020
Segmentation methods for localizing “lines” (catheters, tubes, etc.) in pediatric chest radiographs.
Ryan Sullivan
,
Gregory Holste
,
Jonathan Burkow
,
Adam Alessio
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Multi-class semantic segmentation of pediatric chest radiographs
SPIE Medical Imaging 2020
Oral
Automatic anatomic segmentation of pediatric chest radiographs under severe class imbalance.
Gregory Holste
,
Ryan Sullivan
,
Michael Bindschadler
,
Nicholas Nagy
,
Adam Alessio
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