AIMC Topic: Signal-To-Noise Ratio

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A multi-stage random forest classifier for phase contrast cell segmentation.

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
We present a machine learning based approach to automatically detect and segment cells in phase contrast images. The proposed method consists of a multi-stage classification scheme based on random forest (RF) classifier. Both low level and mid level ...
Humans Machine Learning Algorithms Cell Line, Tumor Image Processing, Computer-Assisted Cluster Analysis Artifacts Signal-To-Noise Ratio Microscopy, Phase-Contrast
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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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Automatic brain MR image denoising based on texture feature-based artificial neural networks.

Bio-medical materials and engineering Jan 1, 2015
Noise is one of the main sources of quality deterioration not only for visual inspection but also in computerized processing in brain magnetic resonance (MR) image analysis such as tissue classification, segmentation and registration. Accordingly, no...
Humans Neural Networks, Computer Brain Reproducibility of Results Sensitivity and Specificity Magnetic Resonance Imaging Image Interpretation, Computer-Assisted Artifacts Pattern Recognition, Automated Image Enhancement Signal-To-Noise Ratio
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