AIMC Topic: Cytological Techniques

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Image based Machine Learning for identification of macrophage subsets.

Scientific reports Jun 14, 2017
Macrophages play a crucial rule in orchestrating immune responses against pathogens and foreign materials. Macrophages have remarkable plasticity in response to environmental cues and are able to acquire a spectrum of activation status, best exemplif...
Cytological Techniques Cell Shape Cell Size Staining and Labeling Microscopy, Fluorescence Macrophages Image Processing, Computer-Assisted Humans Machine Learning
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Machine learning and computer vision approaches for phenotypic profiling.

The Journal of cell biology Dec 9, 2016
With recent advances in high-throughput, automated microscopy, there has been an increased demand for effective computational strategies to analyze large-scale, image-based data. To this end, computer vision approaches have been applied to cell segme...
Machine Learning Phenotype Animals Cytological Techniques Image Processing, Computer-Assisted Cell Biology Models, Statistical Humans High-Throughput Screening Assays Microscopy, Confocal Microscopy, Fluorescence Cluster Analysis
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Beyond Classification: Structured Regression for Robust Cell Detection Using Convolutional Neural Network.

Medical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention Nov 18, 2015
Robust cell detection serves as a critical prerequisite for many biomedical image analysis applications. In this paper, we present a novel convolutional neural network (CNN) based structured regression model, which is shown to be able to handle touch...
Cytological Techniques Sensitivity and Specificity Regression Analysis Neural Networks, Computer Algorithms Reproducibility of Results
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Interactive Cell Segmentation Based on Active and Semi-Supervised Learning.

IEEE transactions on medical imaging Oct 26, 2015
Automatic cell segmentation can hardly be flawless due to the complexity of image data particularly when time-lapse experiments last for a long time without biomarkers. To address this issue, we propose an interactive cell segmentation method by clas...
Image Processing, Computer-Assisted Cytological Techniques Humans Algorithms Supervised Machine Learning Microscopy
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Artificial intelligence and cytopathology: Where are we heading?: In this first of a two-part series, a recent burst of research in artificial intelligence is showing how the algorithms can expand beyond gynecologic applications-and how they might shift responsibilities for the cytology workforce: In this first of a two-part series, a recent burst of research in artificial intelligence is showing how the algorithms can expand beyond gynecologic applications-and how they might shift responsibilities for the cytology workforce.

Cancer cytopathology Jun 1, 2023
Humans Female Cytological Techniques Cytodiagnosis Artificial Intelligence Algorithms
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Digital cytology: Look how much has been achieved.

Cytopathology : official journal of the British Society for Clinical Cytology Sep 1, 2020
Cytodiagnosis Image Processing, Computer-Assisted Cytological Techniques Humans Artificial Intelligence
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Leveraging machine vision in cell-based diagnostics to do more with less.

Nature materials May 1, 2019
Software Algorithms Neural Networks, Computer Machine Learning Precision Medicine Prognosis Diagnosis, Computer-Assisted Phenotype Biomarkers Cytological Techniques Humans Microfluidics Diagnostic Techniques and Procedures Single-Cell Analysis Diagnostic Imaging Image Processing, Computer-Assisted Biopsy
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[Feasibility Study for Storage and Re-Utilization of Circulating Tumor Cells (CTCs)].

Rinsho byori. The Japanese journal of clinical pathology Oct 1, 2015
BACKGROUND: In this era of precision medicine, monitoring patients requires not only real time but also longitudinal sequence of samples at various time points. Based on this background, we focused on conditioned circumstances on fixation and storage...
In Situ Hybridization, Fluorescence Lung Neoplasms Humans Feasibility Studies Specimen Handling Neoplastic Cells, Circulating Cytological Techniques Cell Line, Tumor
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