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Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning?

IEEE transactions on medical imaging, 2016-05, Vol.35 (5), p.1299-1312

2016

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IEEE_Xplore

Interstitial Lung Disease and Other Pulmonary Manifestations in Connective Tissue Diseases

Mayo Clinic proceedings, 2019-02, Vol.94 (2), p.309-325

2019

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Models Genesis

Medical image analysis, 2021-01, Vol.67, p.101840-101840, Article 101840

2021

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Transferable Visual Words: Exploiting the Semantics of Anatomical Patterns for Self-Supervised Learning

IEEE transactions on medical imaging, 2021-10, Vol.40 (10), p.2857-2868

2021

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IEEE_Xplore

Surgical repair of pectus excavatum relieves right heart chamber compression and improves cardiac output in adult patients—an intraoperative transesophageal echocardiographic study

The American journal of surgery, 2015-12, Vol.210 (6), p.1118-1125

2015

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Success of Minimally Invasive Pectus Excavatum Procedures (Modified Nuss) in Adult Patients (≥30 Years)

The Annals of thoracic surgery, 2016-09, Vol.102 (3), p.993-1003

2016

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Learning Fixed Points in Generative Adversarial Networks: From Image-to-Image Translation to Disease Detection and Localization

2019 IEEE/CVF International Conference on Computer Vision (ICCV), 2019, Vol.2019, p.191-200

2019

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IEEE_Xplore

Cardiopulmonary Outcomes After the Nuss Procedure in Pectus Excavatum

Journal of the American Heart Association, 2022-04, Vol.11 (7), p.e022149-e022149

2022

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DiRA: Discriminative, Restorative, and Adversarial Learning for Self-supervised Medical Image Analysis

2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022, Vol.2022, p.20792-20802

2022

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Anomalous origin of the circumflex artery from the right pulmonary artery

Radiology case reports, 2024-08, Vol.19 (8), p.3080-3083

2024

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Stepwise incremental pretraining for integrating discriminative, restorative, and adversarial learning

Medical image analysis, 2024-07, Vol.95, p.103159, Article 103159

2024

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Don’t Throw the Baby Out With the Bath Water

Journal of the American College of Cardiology, 2015-07, Vol.66 (4), p.491-492

2015

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Learning Semantics-Enriched Representation via Self-discovery, Self-classification, and Self-restoration

Medical Image Computing and Computer Assisted Intervention – MICCAI 2020, 2020-10, p.137-147

2020

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Computer-aided detection and visualization of pulmonary embolism using a novel, compact, and discriminative image representation

Medical image analysis, 2019-12, Vol.58, p.101541-101541, Article 101541

2019

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Self-supervised learning for medical image analysis: Discriminative, restorative, or adversarial?

Medical image analysis, 2024-05, Vol.94, p.103086-103086, Article 103086

2024

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Seeking an optimal approach for Computer-aided Diagnosis of Pulmonary Embolism

Medical image analysis, 2024-01, Vol.91, p.102988-102988, Article 102988

2024

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Models Genesis: Generic Autodidactic Models for 3D Medical Image Analysis

Medical Image Computing and Computer Assisted Intervention – MICCAI 2019, 2019, p.384-393

2019

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Active, continual fine tuning of convolutional neural networks for reducing annotation efforts

Medical image analysis, 2021-07, Vol.71, p.101997-101997, Article 101997

2021

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Successful Singleton and Twin Pregnancies With the Nuss Bars in Place

The Annals of thoracic surgery, 2015-11, Vol.100 (5), p.1877-1878

2015

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ALK molecular phenotype in non-small cell lung cancer: CT radiogenomic characterization

Radiology, 2014-08, Vol.272 (2), p.568

2014

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Computer-Aided Pulmonary Embolism Detection Using a Novel Vessel-Aligned Multi-planar Image Representation and Convolutional Neural Networks

Medical Image Computing and Computer-Assisted Intervention -- MICCAI 2015, p.62-69

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CT findings and long-term mortality after pulmonary embolism

American journal of roentgenology (1976), 2012-06, Vol.198 (6), p.1346

2012

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Outcomes of tracheobronchial stent placement for benign disease

Radiology, 2006-07, Vol.240 (1), p.273

2006

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Vaping-related lung injury

Virchows Archiv : an international journal of pathology, 2021-01, Vol.478 (1), p.81-88

2021

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Medication-induced Pulmonary Injury: A Scenario- and Pattern-based Approach to a Perplexing Problem

Radiographics, 2022-01, Vol.42 (1), p.38-55

2022

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Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning?

Interstitial Lung Disease and Other Pulmonary Manifestations in Connective Tissue Diseases

Models Genesis

Transferable Visual Words: Exploiting the Semantics of Anatomical Patterns for Self-Supervised Learning

Surgical repair of pectus excavatum relieves right heart chamber compression and improves cardiac output in adult patients—an intraoperative transesophageal echocardiographic study

Success of Minimally Invasive Pectus Excavatum Procedures (Modified Nuss) in Adult Patients (≥30 Years)

Learning Fixed Points in Generative Adversarial Networks: From Image-to-Image Translation to Disease Detection and Localization

Cardiopulmonary Outcomes After the Nuss Procedure in Pectus Excavatum

DiRA: Discriminative, Restorative, and Adversarial Learning for Self-supervised Medical Image Analysis

Anomalous origin of the circumflex artery from the right pulmonary artery

Stepwise incremental pretraining for integrating discriminative, restorative, and adversarial learning

Don’t Throw the Baby Out With the Bath Water

Learning Semantics-Enriched Representation via Self-discovery, Self-classification, and Self-restoration

Computer-aided detection and visualization of pulmonary embolism using a novel, compact, and discriminative image representation

Self-supervised learning for medical image analysis: Discriminative, restorative, or adversarial?

Seeking an optimal approach for Computer-aided Diagnosis of Pulmonary Embolism

Models Genesis: Generic Autodidactic Models for 3D Medical Image Analysis

Active, continual fine tuning of convolutional neural networks for reducing annotation efforts

Successful Singleton and Twin Pregnancies With the Nuss Bars in Place

ALK molecular phenotype in non-small cell lung cancer: CT radiogenomic characterization

Computer-Aided Pulmonary Embolism Detection Using a Novel Vessel-Aligned Multi-planar Image Representation and Convolutional Neural Networks

CT findings and long-term mortality after pulmonary embolism

Outcomes of tracheobronchial stent placement for benign disease

Vaping-related lung injury

Medication-induced Pulmonary Injury: A Scenario- and Pattern-based Approach to a Perplexing Problem

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