Inclusion Analysis

Automation Focused
Our goal is straightforward: to automate as much of your metal inclusion analysis as possible, through either fully automated or supervised workflows. MIPAR eliminates the need for manual point counting or annotation. Simply open an image, load your tailored recipe, and generate a report ready to share.
 
Material Overview
Inclusion analysis in metals is vital for assessing material quality and predicting material properties such as mechanical performance.
 
Challenges
Automating metal inclusion analysis is complex due to the diversity of inclusion types, such as oxides and sulfides, each with unique morphologies and sizes that require precise detection and classification. The variability in inclusion size and distribution across the metal matrix, coupled with the necessity for high-resolution imaging, adds to the challenge. Differentiating these inclusions from other microstructural features and accurately quantifying their characteristics demands sophisticated image analysis techniques. Furthermore, consistent sample preparation and the development of advanced algorithms and software are crucial for reliable and comprehensive inclusion analysis in metals.
 
MIPAR Solution
By combining robust Deep Learning models with conventional image analysis approaches, MIPAR quickly and accurately detects material inclusions, even in the presence of complex textures. Once detected, inclusions can be automatically measured using size, shape, and orientation measurements, providing valuable insights into metal material quality.
 
Advantages
Save time, eliminate inter-operator variability, and gain a deeper understanding of your metal microstructure while gaining confidence in the quality of your measurements.
 
MIPAR Users
Ideal for metallurgists, materials scientists, research, and quality control professionals in the metal manufacturing industry.
 
Technical Details
MIPAR supports over 150 file types from a wide range of instrument types and manufacturers, including automated calibration and metadata import. Micrographs can be processed in batches, and MIPAR includes a batch review environment to ensure detection and measurement accuracy. To ensure data privacy and security, the software runs locally on your workstation, without the need for an internet connection.

System Requirements
Documentation >>

Demo
Have to see it to believe it? We understand, so we've made it easy to schedule a demo with a MIPAR Applications Engineer.

Support
Connect with our Applications Engineers, who bring years of experience in Materials Science and automated micrograph analysis. Our support team is dedicated to partnering with you in your scientific pursuits.

​Cost
​License costs vary depending on the type of license and the number of operators. Submit a quote request, and a representative will get back to you as soon as possible.

Resources
​​• Steel Grain Size
• Steel Phase Analysis
​​​•​ Citations
​​•​ Image Analysis and Defects

Check Out Our Products

MIPAR Base: our core product to analyze images from almost any source. Extensions enable Deep Learning models, Word reports and 3D data analysis.  MIPAR Base Page >>

​Microscope Software: capture, analyze and report all in a single workflow with MIPAR Live. Check to see if your camera is supported. MIPAR Live Page >> ​​

Compliance Software: analyze, report, and approve in a 21 CFR Part 11 or GMP Annex 11 compliant environment with traceability. MIPAR Checkpoint Page >> ​​

MIPAR APIs: tools to help integrate MIPAR detection and measurement solutions into other software applications and workflows. APIs Page >> ​​​

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