pinboard December 4, 2022

  • Grafana Hachyderm
  • Mysterious Changes Identified in The Brains of People Who Get Migraines
    Scientists may have just found a major new clue that could help solve the frustrating and ongoing mystery of the migraine.
  • Deep Learning in Cell Image Analysis
    Cell images, which have been widely used in biomedical research and drug discovery, contain a great deal of valuable information that encodes how cells respond to external stimuli and intentional perturbations. Meanwhile, to discover rarer phenotypes, cell imaging is frequently performed in a high-content manner. Consequently, the manual interpretation of cell images becomes extremely inefficient. Fortunately, with the advancement of deep-learning technologies, an increasing number of deep learning-based algorithms have been developed to automate and streamline this process. In this study, we present an in-depth survey of the three most critical tasks in cell image analysis: segmentation, tracking, and classification. Despite the impressive score, the challenge still remains: most of the algorithms only verify the performance in their customized settings, causing a performance gap between academic research and practical application. Thus, we also review more advanced machine learning technologies, aiming to make deep learning-based methods more useful and eventually promote the application of deep-learning algorithms.
  • A breakthrough AI can track real-time cell changes revealing a key mystery in biology

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