Copper alloy grain size measurement following ASTM E-112 standard.
Fully automated grain size solution, analyze micrographs off of the microscope or run sample data sets in batch. MIPAR generates a grain size distribution as well as data statistics. Fully integrated reports are generated for easy data sharing
Nickel-base superalloy, secondary and tertiary gamma prime precipitates (citation)
Fully automated and chemically validated solution.
Metal powder particle size and shape characterization
Fully automated solution for quantifying particle size, roundness, and satellites. Analyze a single scan or batch a sample set.
Nanofiber porosity and thickness analysis
Quantify fiber density, void porosity and fiber thickness distribution.
Crack analysis, identify part defects
Quantify additive manufacturing crack density, size distribution, localized density. Fully automated solution for quantifying a single field or an entire surface stitch.
Original image by Nephron/Wikimedia Commons. CC BY-SA 3.0.Masson's trichrome staining of non-alcoholic fatty liver disease
Fully automated identification and quantification of fibrosis and stenosis.
Original image by Flickr/mamarie. CC BY-SA 2.0.Cells expressing fluorescently-labeled HSP70 (green) and/or P73α (red).
Fully automated count of nuclei, with the percentage expressing HSP70, P73α, or both.
Original image by Andrew RomanowskiDIC micrographs of leaf epidermis
Semi-automated identification of epidermal cells, saving time and increasing accuracy in the face of challenging imagesFully-automated identification of stomata, powered by deep learning.
Original image courtesy of Aadil El-TurabiElectron microscopy of viral particles
Fully automated virus identification, with diameter and shape measurement
Original image courtesy of Faith BrennanBacterial colonies on an agar plate
Automatic plate detection
Estimated count of colonies which have grown together
Automated railtrack inspection via drone imaging
Railtrack components quantified from drone imagery as part of a weekly railway inspection mandated by the federal railroad administration (FRA)
Remote sensing of houses and trees in residential community
Objects automatically detected and classified into houses and trees, with a count of each class reported.
Filter paper contaminant classification and size measurement
Detected contaminants are classified into predefined types and the size and shape reported.
Inventory count of palette types in storage field
Palettes detected and classified into their different types. Enabled drones to be used for automated inventory management of vast storage fields.
Why MIPAR?
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Facing tedious and variable measurements from images, researchers use MIPAR to detect and measure features: |