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Titlebook: Large-Scale Annotation of Biomedical Data and Expert Label Synthesis and Hardware Aware Learning for; International Worksh Luping Zhou,Nich

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Hardware Acceleration of Persistent Homology Computationation is summarized in a persistence diagram, which records topological structures, as well as their saliency. Recent years have witnessed an increased interest of persistent homology in various domains. In biomedical image analysis, persistent homology has been applied to brain images, neuron image
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Deep Compressed Pneumonia Detection for Low-Power Embedded Devicestures and achieving high accuracy and performance, etc. On the contrast, the large-scale network brings high requirements of both memory storage and computation resource, especially for portable medical devices and other embedded systems. In this work, we first train a DNN for pneumonia detection us
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D3MC: A Reinforcement Learning Based Data-Driven Dyna Model Compressionigned for complex healthcare applications, model compression can be an effective way to deploy networks on medical devices that often have hardware and speed constraints. Most state-of-the-art model compression techniques require a resource centric manual process that explores a large model architec
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Registration of Ultrasound Volumes Based on Euclidean Distance Transformiven by ultrasound (US) imaging, which can be easily obtained at subsequent surgical stages, giving therefore multiple updates of the resection cavity. To improve the efficacy of the intraoperative guidance, neurosurgeons may benefit from having a direct correspondence between anatomical structures
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Landmark-Based Evaluation of a Block-Matching Registration Framework on the RESECT Pre- and Intra-ope. Directional and symmetric approaches with different parameters are evaluated to select the most suitable setting of this fully automatic and general registration method. The results can be used as a baseline, for example when evaluating methods specialised in ultrasound (US) to MRI registration o
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Comparing Deep Learning Strategies and Attention Mechanisms of Discrete Registration for Multimodal is still limited. The use of discrete registration can alleviate the problems limiting the use of CNN based registration for large displacements by helping to capture more complex deformations. We evaluate different building blocks of learning based discrete registration for the CuRIOUS multimodal
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