We are independent & ad-supported. We may earn a commission for purchases made through our links.
Advertiser Disclosure
Our website is an independent, advertising-supported platform. We provide our content free of charge to our readers, and to keep it that way, we rely on revenue generated through advertisements and affiliate partnerships. This means that when you click on certain links on our site and make a purchase, we may earn a commission. Learn more.
How We Make Money
We sustain our operations through affiliate commissions and advertising. If you click on an affiliate link and make a purchase, we may receive a commission from the merchant at no additional cost to you. We also display advertisements on our website, which help generate revenue to support our work and keep our content free for readers. Our editorial team operates independently of our advertising and affiliate partnerships to ensure that our content remains unbiased and focused on providing you with the best information and recommendations based on thorough research and honest evaluations. To remain transparent, we’ve provided a list of our current affiliate partners here.
Engineering

Our Promise to you

Founded in 2002, our company has been a trusted resource for readers seeking informative and engaging content. Our dedication to quality remains unwavering—and will never change. We follow a strict editorial policy, ensuring that our content is authored by highly qualified professionals and edited by subject matter experts. This guarantees that everything we publish is objective, accurate, and trustworthy.

Over the years, we've refined our approach to cover a wide range of topics, providing readers with reliable and practical advice to enhance their knowledge and skills. That's why millions of readers turn to us each year. Join us in celebrating the joy of learning, guided by standards you can trust.

What Is Quantitative Image Analysis?

By Jennifer Leigh
Updated: May 21, 2024
Views: 11,765
Share

Quantitative image analysis involves utilizing digital images to provide data and information. This is done with computer technology to recognize patterns, create maps, and process signals within images that cannot be done with the human eye due to the large amount of information generated and collected. There are many different methods for quantitative image analysis including medical scanning, object recognition, and three-dimensional modeling techniques. The techniques are performed by individuals trained in computer engineering, computer vision, and image analysis, who understand how to use technology to analyze data.

Certain types of images are difficult to analyze without the use of technology, which is why quantitative image analysis is performed. For example, in certain medical fields images can be used to find information about what is happening inside a person's body that otherwise could only be found through a surgical procedure. In security, quantitative image analysis is used to identify people's faces and help eliminate security threats. There are many other applications of quantitative image analysis that are helpful in various situations and to find different types of information.

The data that is collected from images is analyzed using sophisticated statistical and modeling techniques, depending on the end use. Certain situations call for a three-dimensional model that provides information that would otherwise be very complicated, expensive, and time-consuming to find. In other situations it is more helpful to have graphs, diagrams, and other quantitative information that can provide insight into trends taking place. Other techniques involve analyzing extremely small images that contain a large amount of information by looking at the spatial intensity of the pixels in an image.

Information is found through quantitative image analysis by such methods as wavelengths of light, cross-sections of materials, and video, depending on the purpose of the analysis. Once the images are collected, they are then processed through computers to compute the data into binary code that can then be analyzed further. Images can be changed, manipulated, or transformed easily because the computer software being used is highly advanced and technical.

Analysis of images takes place in a number of fields by statisticians, computer scientists, and engineers. Individuals involved in this line of work generally have advanced degrees in the subject in order to understand the complicated computer programming and statistical techniques necessary to make sense of the large amount of data. As new technology is constantly being developed, the field of quantitative image analysis continues to change and grow regularly.

Share
All The Science is dedicated to providing accurate and trustworthy information. We carefully select reputable sources and employ a rigorous fact-checking process to maintain the highest standards. To learn more about our commitment to accuracy, read our editorial process.
Discussion Comments
Share
https://www.allthescience.org/what-is-quantitative-image-analysis.htm
Copy this link
All The Science, in your inbox

Our latest articles, guides, and more, delivered daily.

All The Science, in your inbox

Our latest articles, guides, and more, delivered daily.