AIMC Topic: Microscopy

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Selective invocation of shape priors for deformable segmentation and morphologic classification of prostate cancer tissue microarrays.

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society Nov 12, 2014
Shape based active contours have emerged as a natural solution to overlap resolution. However, most of these shape-based methods are computationally expensive. There are instances in an image where no overlapping objects are present and applying thes...
Neoplasm Grading Microscopy Image Interpretation, Computer-Assisted Pattern Recognition, Automated Image Enhancement Humans Reproducibility of Results Oligonucleotide Array Sequence Analysis Machine Learning Sensitivity and Specificity Subtraction Technique Algorithms Male Cell Nucleus Shape Prostatic Neoplasms
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Towards semantic-driven high-content image analysis: an operational instantiation for mitosis detection in digital histopathology.

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society Oct 2, 2014
This study concerns a novel symbolic cognitive vision framework emerged from the Cognitive Microscopy (MICO(1)) initiative. MICO aims at supporting the evolution towards digital pathology, by studying cognitive clinical-compliant protocols involving ...
Image Enhancement Mitosis Histological Techniques Image Interpretation, Computer-Assisted Semantics Pattern Recognition, Automated Cell Nucleus User-Computer Interface Neoplasm Grading Signal Processing, Computer-Assisted Microscopy Humans Machine Learning Software Algorithms Female Reproducibility of Results Sensitivity and Specificity Breast Neoplasms
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Joint sparse coding based spatial pyramid matching for classification of color medical image.

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society Jun 8, 2014
Although color medical images are important in clinical practice, they are usually converted to grayscale for further processing in pattern recognition, resulting in loss of rich color information. The sparse coding based linear spatial pyramid match...
Image Enhancement Color Microscopy Image Interpretation, Computer-Assisted Pattern Recognition, Automated Humans Sensitivity and Specificity Machine Learning Liver Neoplasms Algorithms Carcinoma, Hepatocellular Reproducibility of Results Colorimetry
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A multiresolution clinical decision support system based on fractal model design for classification of histological brain tumours.

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society Jun 7, 2014
Tissue texture is known to exhibit a heterogeneous or non-stationary nature; therefore using a single resolution approach for optimum classification might not suffice. A clinical decision support system that exploits the subbands' textural fractal ch...
Humans Machine Learning Algorithms Reproducibility of Results Sensitivity and Specificity Brain Neoplasms Decision Support Systems, Clinical Image Enhancement Support Vector Machine Meningioma Microscopy Fractals Image Interpretation, Computer-Assisted Meningeal Neoplasms Pattern Recognition, Automated
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A multistaged automatic restoration of noisy microscopy cell images.

IEEE journal of biomedical and health informatics Feb 10, 2014
Automated cell segmentation for microscopy cell images has recently become an initial step for further image analysis in cell biology. However, microscopy cell images are easily degraded by noise during the readout procedure via optical-electronic im...
Pattern Recognition, Automated Data Interpretation, Statistical Cell Tracking Artificial Intelligence Yeasts Algorithms Microscopy Image Enhancement Reproducibility of Results Image Interpretation, Computer-Assisted Signal-To-Noise Ratio Sensitivity and Specificity Artifacts
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Streamlining microsurgical procedures: a phantom trial of an artificial intelligence-driven robotic microscope assistant.

Neurosurgical focus Jul 1, 2025
OBJECTIVE: Surgical microscopes are essential in microsurgery for magnification, focus, and illumination. However, surgeons must frequently adjust the microscope manually-typically via a handgrip or mouth switch-to maintain a well-centered view that ...
Robotic Surgical Procedures Neurosurgical Procedures Microscopy Phantoms, Imaging Humans Artificial Intelligence Male Microsurgery Neurosurgeons
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Augmentation of Infrared Microscopy of White Blood Cells and Medical Measures for Rapid and Accurate Diagnosis of Bacterial or Viral Infections in Febrile Pediatric Oncology Patients: An Expert System-Based Study.

Analytical chemistry Jul 1, 2025
Infectious diseases, a major contributor to high mortality rates, often exhibit similar symptoms, despite variations in immune responses to bacterial or viral infections. Rapidly differentiating bacterial infections from viral infections in febrile p...
Spectrophotometry, Infrared Child Bacterial Infections Male Humans C-Reactive Protein Neoplasms Fever Machine Learning Infant Microscopy Leukocytes Female Child, Preschool Leukocyte Count Virus Diseases
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Current landscape and emerging opportunities for using telecytology for rapid on-site assessment in cytopathology.

Cancer cytopathology Jul 1, 2025
In recent years, cytopathology practices increasingly are considering the adoption of digital modalities to support remote rapid on-site evaluation (ROSE) of fine-needle aspiration biopsies. Currently, various digital options are available, each of w...
Cytodiagnosis Microscopy Biopsy, Fine-Needle Telepathology Humans Artificial Intelligence Neoplasms
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Implementing 100% quality control in a cervical cytology workflow using whole slide images and artificial intelligence provided by the Techcyte SureView™ System.

Cancer cytopathology Jun 1, 2025
BACKGROUND: Recent advancements in digital pathology have extended into cytopathology. Laboratories screening cervical cytology specimens now choose between limited imaging options and traditional manual microscopy. The Techcyte SureView™ Cervical Cy...
Humans Artificial Intelligence Female Sensitivity and Specificity Workflow Cytodiagnosis Microscopy Quality Control Uterine Cervical Neoplasms Image Processing, Computer-Assisted Vaginal Smears Cervix Uteri Image Interpretation, Computer-Assisted
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Bayesian deep-learning structured illumination microscopy enables reliable super-resolution imaging with uncertainty quantification.

Nature communications May 30, 2025
The objective of optical super-resolution imaging is to acquire reliable sub-diffraction information on bioprocesses to facilitate scientific discovery. Structured illumination microscopy (SIM) is acknowledged as the optimal modality for live-cell su...
Microscopy, Fluorescence Microscopy Actins Uncertainty Humans Reproducibility of Results Deep Learning Image Processing, Computer-Assisted Bayes Theorem
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