AIMC Topic: Microscopy

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Classifying and segmenting microscopy images with deep multiple instance learning.

Bioinformatics (Oxford, England) Jun 15, 2016
MOTIVATION: High-content screening (HCS) technologies have enabled large scale imaging experiments for studying cell biology and for drug screening. These systems produce hundreds of thousands of microscopy images per day and their utility depends on...
Humans Neural Networks, Computer Machine Learning Algorithms Microscopy Image Interpretation, Computer-Assisted Yeasts
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PHOCOS: inferring multi-feature phenotypic crosstalk networks.

Bioinformatics (Oxford, England) Jun 15, 2016
MOTIVATION: Quantification of cellular changes to perturbations can provide a powerful approach to infer crosstalk among molecular components in biological networks. Existing crosstalk inference methods conduct network-structure learning based on a s...
Humans Machine Learning Phenotype Biomarkers Signal Transduction Neutrophils Microscopy Receptor Cross-Talk
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Automatic identification of fungi under complex microscopic fecal images.

Journal of biomedical optics Jul 1, 2015
Automatic identification of fungi in microscopic fecal images provides important information for evaluating digestive diseases. To date, disease diagnosis is primarily performed by manual techniques. However, the accuracy of this approach depends on ...
Humans Neural Networks, Computer Feces Image Processing, Computer-Assisted Fungi Microscopy Mycological Typing Techniques
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Robust supervised segmentation of neuropathology whole-slide microscopy images.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jan 1, 2015
Alzheimer's disease is characterized by brain pathological aggregates such as Aβ plaques and neurofibrillary tangles which trigger neuroinflammation and participate to neuronal loss. Quantification of these pathological markers on histological sectio...
Humans Brain Animals Image Processing, Computer-Assisted Mice Color Supervised Machine Learning Alzheimer Disease Microscopy Signal-To-Noise Ratio Neurofibrillary Tangles Plaque, Amyloid
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