White fat measurement

White fat measurement is shown below with a Flagship algorithm that first segments and then individually identifies each fat vacuole. Statistics of area and perimeter per vacuole are counted, and histograms can be output as required. Some results are shown below. In areas where vacuoles are either not easily seen by eye, or where they are very small and merged together, it is best to eliminate these by restricting the vacuole size to be larger.

Original image and markup of fat vacuoles in a histology section
Orginal image of white fat on the left, with the image analysis results on the right

 

Histograms showing area and perimeter per fat vacuole
Area is graphed on the left, on a per vacuole basis. On the right is perimeter. Both can be useful, depending on the application.
2nd example region showing image analysis results
2nd example region
Small vacuoles can be eliminated by a vacuole area threshold
In cases like lower right area of this image, the vacuole area threshold can be increased to eliminate problematic areas
Fat vacuoles can be eliminated by adjusting the circularity
Elongated vacuoles can be eliminated by increasing the “circularity” threshold