Search Results - "Baum, Zachary MC"
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Image quality assessment for machine learning tasks using meta-reinforcement learning
Published in Medical image analysis (01-05-2022)“…•Introduce task amenability for quantifying task-specific image quality assessment•Propose meta-reinforcement learning algorithms for learning label-efficient,…”
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Meta-Registration: Learning Test-Time Optimization for Single-Pair Image Registration
Published 22-07-2022“…Neural networks have been proposed for medical image registration by learning, with a substantial amount of training data, the optimal transformations between…”
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Learning Generalized Non-Rigid Multimodal Biomedical Image Registration from Generic Point Set Data
Published 22-07-2022“…Free Point Transformer (FPT) has been proposed as a data-driven, non-rigid point set registration approach using deep neural networks. As FPT does not assume…”
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Rapid Lung Ultrasound COVID-19 Severity Scoring with Resource-Efficient Deep Feature Extraction
Published 22-07-2022“…Artificial intelligence-based analysis of lung ultrasound imaging has been demonstrated as an effective technique for rapid diagnostic decision support…”
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Lung Ultrasound Segmentation and Adaptation between COVID-19 and Community-Acquired Pneumonia
Published 06-08-2021“…Lung ultrasound imaging has been shown effective in detecting typical patterns for interstitial pneumonia, as a point-of-care tool for both patients with…”
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Development and evaluation of intraoperative ultrasound segmentation with negative image frames and multiple observer labels
Published 28-07-2021“…When developing deep neural networks for segmenting intraoperative ultrasound images, several practical issues are encountered frequently, such as the presence…”
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