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Automatic Categorization and Scoring of Solid, Part-Solid and Non-Solid Pulmonary Nodules in CT Images with Convolutional Neural Network

Publication: Journal Article

Tu, Xiaoguang, Mei Xie, Jingjing Gao, Zheng Ma, Daiqiang Chen, Qingfeng Wang, Samuel Finlayson, Yangming Ou, and Jie-Zhi Cheng. 2017. “Automatic Categorization and Scoring of Solid, Part-Solid and Non-Solid Pulmonary Nodules in CT Images With Convolutional Neural Network”. Sci Rep 7 (1): 8533.

MUSE: MUlti-atlas region Segmentation utilizing Ensembles of registration algorithms and parameters, and locally optimal atlas selection

Publication: Journal Article

Doshi, Jimit, Guray Erus, Yangming Ou, Susan Resnick, Ruben Gur, Raquel Gur, Theodore Satterthwaite, Susan Furth, Christos Davatzikos, and Alzheimer’s Neuroimaging Initiative. 2016. “MUSE: MUlti-Atlas Region Segmentation Utilizing Ensembles of Registration Algorithms and Parameters, and Locally Optimal Atlas Selection”. Neuroimage 127: 186-95.

DRAMMS: Deformable registration via attribute matching and mutual-saliency weighting

Publication: Journal Article

Ou, Yangming, Aristeidis Sotiras, Nikos Paragios, and Christos Davatzikos. 2011. “DRAMMS: Deformable Registration via Attribute Matching and Mutual-Saliency Weighting”. Med Image Anal 15 (4): 622-39.

Postdoc Opening II (2021)

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Postdoctoral Research Fellow in Brain MRI Analysis and Computational Neuroscience Open position: The Department of Radiology at Boston Children’s Hospital and Harvard Medical School invite applicants for a full-time position at the postdoctoral research fellow level. Topic: The funded project...

Internal

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Onboard instructions Access to E2 cluster, submit computational jobs

Brain Age Biomarker

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Background: Machine learning can predict an individual's "brain age" from the brain MRI. Differences of ML-predicted and actual chronological ages show the accelearated or delayed aging, and can be associated with diseases, lifestyle, socioeconomics, genetic, and other environment influences...

Neonatal Brain Injury

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1. Background 2. Abnormality Detection (Lesion Segmentation) 3. Neural Substrate 4. Outcome Prediction 5. References 1. Background. Neonatal brain injury caused by hypoxic ischemic encephalopathy (HIE) affects 1-5/1000 term-born infants. Therapeutic hypothermia (TH) reduces mortality/morbidity by...

Tumor Survivorship

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Background Unique Clinical-trial Data Radiotherapy and Brain MRI Brain MRI and Neurocognitive Deficit Aging in Tumor Survivors References

Postdoc Opening (2017)

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Job Opening: Research Fellow in Machine Learning and Image Analysis (2018) This position has been filled. Thanks for your interest. One full-time postdoctoral research fellow position is open at the Fetal-Neonatal Neuroimaging Data Science Center (FNNDSC) at Boston Children’s Hospital (BCH) and...

Nutrition & Brain

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Background (Precision Nutrition for Early Life) Unique Clinical-trial Data Maternal Diet and Infant Brain Maternal Diet and Maternal MPOD Maternal Diet, Breastmilk and Infant Neurocognition Infant Brain MRI and Early-School-Age Neurocognition References