Babak Haghighi

Hospital of the University of Pennsylvania — United States

Medicine · Health Sciences

11h-index502citations34works0.02yr avg
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Research Topics

Radiomics and Machine Learning in Medical Imaging(17), Lung Cancer Diagnosis and Treatment(13), Chronic Obstructive Pulmonary Disease (COPD) Research(8), Inhalation and Respiratory Drug Delivery(8), Respiratory Support and Mechanisms(7)

Publications34 total

GaNDLF: the generally nuanced deep learning framework for scalable end-to-end clinical workflows
Communications Engineering·2023· 32 citedOpen Access
Radiomic phenotyping of the lung parenchyma in a lung cancer screening cohort
Scientific Reports·2023· 4 citedOpen Access
Improved generalized ComBat methods for harmonization of radiomic features
Scientific Reports·2022· 38 citedOpen Access
Quantitative CT texture-based method to predict diagnosis and prognosis of fibrosing interstitial lung disease patterns
arXiv (Cornell University)·2022Open Access
Iterative ComBat methods for harmonization of radiomic features
Medical Imaging 2022: Computer-Aided Diagnosis·2022
Generalized ComBat harmonization methods for radiomic features with multi-modal distributions and multiple batch effects
Scientific Reports·2022· 95 citedOpen Access
Radiomic Phenotyping of the Lung Parenchyma: Feasibility Study in a Screening Cohort
Research Square (Research Square)·2021Open Access
Abstract 661: Robust feature selection and ComBat-based harmonization to improve survival prediction in stage III lung cancer using radiomic phenotypes
Cancer Research·2021
Longitudinal Imaging-Based Clusters in Former Smokers of the COPD Cohort Associate with Clinical Characteristics: The SubPopulations and Intermediate Outcome Measures in COPD Study (SPIROMICS)
International Journal of COPD·2021· 14 citedOpen Access
Quantitative CT texture-based method to predict diagnosis and prognosis of fibrosing interstitial lung disease patterns
Research Square (Research Square)·2021Open Access
GaNDLF: A Generally Nuanced Deep Learning Framework for Scalable End-to-End Clinical Workflows in Medical Imaging
Edinburgh Research Explorer·2021· 10 citedOpen Access
Radiomic features predict local failure-free survival in stage III NSCLC adenocarcinoma treated with chemoradiation
2021· 1 cited
Improving ComBat harmonization of radiomic features with residual outlier removal
2021
Longitudinal Imaging-Based Clusters in Former Smokers of the COPD Cohort Associate with Clinical Characteristics: the SubPopulations and Intermediate Outcome Measures in COPD Study (SPIROMICS)
Research Square (Research Square)·2020· 1 citedOpen Access
Effect of CT Image Reconstruction Parameters on Radiomic Phenotyping of the Lung Parenchyma: A Preliminary Study in the NCI PROSPR Screening Cohort
2020Open Access
Assessment of CT image reconstruction parameters on radiomic features in a lung cancer screening cohort: the PROSPR study
Medical Imaging 2020: Computer-Aided Diagnosis·2020· 3 cited
Cluster-Guided Multiscale Lung Modeling via Machine Learning
2020· 3 cited
Imaging-based clusters in former smokers of the COPD cohort associate with clinical characteristics: the SubPopulations and intermediate outcome measures in COPD study (SPIROMICS)
Respiratory Research·2019· 39 citedOpen Access
Correlation of SPECT-Based Ventilation Patterns with CT Image-Derived COPD Clusters
2019
Characteristics of Airflow and Particle Deposition in Airway Variants Among Smokers and Non-Smokers
2019
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Frequent Co-authors

Eric A. Hoffman(15), Despina Kontos(14), Sanghun Choi(14), Jiwoong Choi(14), Peter B. Noël(9), Eric A. Cohen(8), Alejandro P. Comellas(8), Ching‐Long Lin(8), Hannah Horng(7), Lauren Pantalone(7), Russell T. Shinohara(6), R. Graham Barr(6), Sharyn I. Katz(5), John D. Newell(5), Eugene R. Bleecker(5), Christopher B. Cooper(5), David Couper(5), Nadia N. Hansel(5), Richard E. Kanner(5), Ella A. Kazerooni(5)