Jiamin Liu, Ph.D.

Jiamin Liu, Ph.D.
Staff Scientist, Advanced Imaging and Microscopy (AIM) Resource, National Institute of Biomedical Imaging and Bioengineering (NIBIB)

Dr. Liu received her Ph.D. in Bioengineering from the University of Pennsylvania in 2006, where she developed a patented automated technique for optimal boundary detection in medical images. Dr. Liu holds an MS and BS in Electronic Engineering from Beijing Normal University in China. Her research interests include medical image analysis in general with a focus on segmentation, registration and computer-aided detection. Dr. Liu is currently a Staff Scientist in the Advanced Imaging and Microscopy (AIM) Resource, National Institute of Biomedical Imaging and Bioengineering, at the National Institutes of Health. She is an associate editor of Medical Physics and reviewer for IEEE TMI, IEEE TBME, Medical Physics, Pattern Recognition Letters, and MICCAI.

Publications

Three-dimensional residual channel attention networks denoise and sharpen fluorescence microscopy image volumes.
Chen JSasaki HLai HSu YLiu JWu YZhovmer ACombs CARey-Suarez IChang HYHuang CCLi XGuo MNizambad SUpadhyaya ALee SJLucas LAGShroff H
Nat Methods
2021 Jun

Atherosclerotic Plaque Burden on Abdominal CT: Automated Assessment With Deep Learning on Noncontrast and Contrast-enhanced Scans.
Summers RMElton DCLee SZhu YLiu JBagheri MSandfort VGrayson PCMehta NNPinto PALinehan WMPerez AAGraffy PMO'Connor SDPickhardt PJ
Acad Radiol
2021 Nov

Utilizing Fully Automated Abdominal CT-Based Biomarkers for Opportunistic Screening for Metabolic Syndrome in Adults Without Symptoms.
Pickhardt PJGraffy PMZea RLee SJLiu JSandfort VSummers RM
AJR Am J Roentgenol
2021 Jan

Automated Abdominal CT Imaging Biomarkers for Opportunistic Prediction of Future Major Osteoporotic Fractures in Asymptomatic Adults.
Pickhardt PJGraffy PMZea RLee SJLiu JSandfort VSummers RM
Radiology
2020 Oct

A Bottom-Up Approach for Pancreas Segmentation Using Cascaded Superpixels and (Deep) Image Patch Labeling.
Farag ALe LuRoth HRLiu JTurkbey ESummers RM
IEEE Trans Image Process
2017 Jan

Mediastinal lymph node detection and station mapping on chest CT using spatial priors and random forest.
Liu JHoffman JZhao JYao JLu LKim LTurkbey EBSummers RM
Med Phys
2016 Jul

Improving Computer-Aided Detection Using Convolutional Neural Networks and Random View Aggregation.
Roth HRLu LLiu JYao JSeff ACherry KKim LSummers RM
IEEE Trans Med Imaging
2016 May

Automated segmentation of the thyroid gland on thoracic CT scans by multiatlas label fusion and random forest classification.
Narayanan DLiu JKim LChang KWLu LYao JTurkbey EBSummers RM
J Med Imaging (Bellingham)
2015 Oct