Applications

Metallography

Slide to see how MIPAR can handle different metallographic analyses

Strips: Yellow     Globs: Purple

Here we segmented rounder particles from acicular features in [α+β]-processed Ti-alloy microstructures.

Separate Color = Separate Grain

We analyzed grains along their boundaries which allows us to count the number of grains that each grain is in contact with.

Ferrite: Green    Martensite: Red

We segmented ferrite from surrounding martensite in martensitic stainless steel weld cross-sections.

Other Applications Include:


- Additive manufacturing
- Earth science
- Geochemistry
- Geology
​- Microbial ecology

- Mineral processing
- Nano-materials
​- Nickel-base superalloys
- Nuclear materials
​​- Semiconductors

- Shape memory alloys
- Steels
- Thermoelectric materials
- Titanium metallurgy
​- Welding

Particle Analysis

Slide to see how MIPAR can analyze different particles

Separate Color = Separate Particle

We can detect and count basic particles on a dark background that will sort by size by using the Color By Measure tool after loading a Recipe.

Coarse     Medium     Fine     Very Fine

Here we segmented irregular-shaped particles for applications such as powder particle size analysis.

Separate Color = Separate Particle

MIPAR analyzed transparent crystals with a dark outline, and classified particles by shape and size. 

Other Applications Include:

- Agriculture
​- Chemicals
​- Energy
- Environmental Science
- Mining
​- Particle Hydrodynamics
- Particle Size
- Particle Shape
​- Particle Count

Materials Science

Slide to see how MIPAR can analyze different materials

Coarse: Red    Fine: Green

We segmented reinforcement particles into coarse and fine populations in Asphalt.

Core        Shell        Background

MIPAR segmented the core and shell features from the background to identify different structures.

Particles: Red    Matrix: Blue

Here we analyzed the grains from surrounding matrix and separated the grains. 

Other Applications Include:

- Biomaterials
- Ceramics
- Composites
- Construction Materials
- Crystallography
- Failure Analysis
- Food Sciences
- Textile 
- Glasses
​- Materials characterization

​
- Metamaterials
​- Nano-materials
- Strength Testing
​- Plastics
- Polymers

Biomedical

Slide to see how MIPAR can analyze different biomedical images

 Cardiomyoctyes: Blue Outline

We found separate cardiomyocyte cells with a Hematoxylin eosin stain

Separate Color = Separate Cell

MIPAR can use a generic cell finding Recipe for various biological images.

Cortex: Green    Vessels: Red

We can extract xylem vessels and cross-section from plant root images and count the number of xylem vessels.

Other Applications Include:

- Agriculture 
- Biomedical Science
- Biomechanics
- Cancer research
​- Cardiology
- Cell Counting
- Collective Cell Migration
- Computational biology
- Cytotoxicity testing
- Developmental biology
 
- Immunohistochemisty
- Life science
- Medical science
- Neuroscience
- Tissue engineering

Everything Else

Slide to see how MIPAR can analyze all kinds of images

Houses: Red    Trees: Green

We can ​distinguish trees from buildings in a typical remote sensing images.

Strawberries: Red    Stems: Green

Here we can separate berries from their stems using Channel Operations, and count the total number of strawberries. 

Forest Areas: Red Outline

MIPAR ​can detect areas of forest from aerial and satellite images.

Other Applications Include:

- Augmented reality
- Aerial photography
- Ceramics
​- Facial Detection
- Food Science
- Item counting 
- Land detection
​- Machine Vision
- Pulp and Paper science
- Robotic Vision
- Security
​​- Statistics
- Text extraction
- Video quality
- Virtual reality
What's Next?

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