Titlebook: Data Augmentation, Labelling, and Imperfections; Second MICCAI Worksh Hien V. Nguyen,Sharon X. Huang,Yuan Xue Conference proceedings 2022 T

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Data Augmentation, Labelling, and Imperfections978-3-031-17027-0Series ISSN 0302-9743 Series E-ISSN 1611-3349

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Muhammad Sabaruddin Sinapoy,Susanti Djalantesuch studies, CTh estimation software packages are employed to estimate CTh from T1-weighted (T1-w) brain MRI scans. Since commonly used software packages (e.g. FreeSurfer) are time-consuming, the fast-inference Machine Learning (ML) CTh estimation solutions have gained much popularity. Recently, se

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Ocean Heat Content and Rising Sea Level such effort by prioritizing which samples are best to annotate in order to maximize the performance of the task model. While frameworks for active learning have been widely explored in the context of classification of natural images, they have been only sparsely used in medical image segmentation.

heterogeneous

Climate Change Science: A Modern Synthesis tasks. Current methods learn disentangled representations using either paired multi-modal images with the same underlying anatomy or auxiliary labels?(e.g., manual delineations) to provide inductive bias for disentanglement. However, these requirements could significantly increase the time and cost