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    Chapter and Conference Paper

    Airway Measurement by Refinement of Synthetic Images Improves Mortality Prediction in Idiopathic Pulmonary Fibrosis

    Several chronic lung diseases, like idiopathic pulmonary fibrosis (IPF) are characterised by abnormal dilatation of the airways. Quantification of airway features on computed tomography (CT) can help character...

    Ashkan Pakzad, Mou-Cheng Xu, Wing Keung Cheung, Marie Vermant in Deep Generative Models (2022)

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    Chapter and Conference Paper

    Bayesian Pseudo Labels: Expectation Maximization for Robust and Efficient Semi-supervised Segmentation

    This paper concerns pseudo labelling in segmentation. Our contribution is fourfold. Firstly, we present a new formulation of pseudo-labelling as an Expectation-Maximization (EM) algorithm for clear statistica...

    Mou-Cheng Xu, Yukun Zhou, Chen ** in Medical Image Computing and Computer Assis… (2022)

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    Chapter and Conference Paper

    Prognostic Imaging Biomarker Discovery in Survival Analysis for Idiopathic Pulmonary Fibrosis

    Imaging biomarkers derived from medical images play an important role in diagnosis, prognosis, and therapy response assessment. Develo** prognostic imaging biomarkers which can achieve reliable survival pred...

    An Zhao, Ahmed H. Shahin, Yukun Zhou in Medical Image Computing and Computer Assis… (2022)