Ask an expert. Trust the answer.

Your academic and career questions answered by verified experts

How to generate heat map on the Whole Slide Images (.svs format) using some probability values?

Date: 2022-11-18 14:50:33

I am trying to generate heat map, or probability map, for Whole Slide Images (WSIs) using probability values. I have coordinate points (which determine areas on the WSIs) and corresponding probability values.

Basic Introduction on WSI: WSIs are large is size (almost 100000 x 100000 pixels). Hence, can't open these images using normal image viewer. The WSIs are processed using OpenSlide software

Expert Answer:

s: 

Heat maps are a visual representation of data where each point in a two-dimensional space is assigned a color based on a numerical value. They are often used to visualize spatial data, such as the distribution of a particular feature across an image or a map. In the context of Whole Slide Images (WSIs) in the .svs format, heat maps can be used to represent the distribution of cells, proteins, or other features of interest.

To generate a heat map on a WSI using probability values, the following steps can be taken:

  1. Obtain the probability values: The probability values can be obtained through various methods such as image analysis algorithms, machine learning models or manually annotated data.

  2. Define the regions of interest: Based on the specific feature of interest, regions of interest can be defined on the WSI. These regions can be defined manually or through automated segmentation algorithms.

  3. Map the probability values to the regions of interest: Once the regions of interest are defined, the probability values can be mapped to each region. For example, the mean probability value can be calculated for each region.

  4. Generate the heat map: Finally, the heat map can be generated by assigning a color to each region based on its probability value. A color scale can be chosen to represent the range of probability values, with hot colors such as red representing high probability and cool colors such as blue representing low probability.

There are various software tools available for generating heat maps on WSIs, such as ImageScope, QuPath, and Aperio eSlide Manager. These tools provide various options for customizing the heat map, such as adjusting the color scale, adding annotations, and exporting the image in different formats.

Why Matlabhelpers ?

Looking for reliable MATLAB assignment help? Our expert MATLAB tutors deliver high-quality, easy-to-understand solutions tailored to your academic needs. Whether you're studying at Monash University, the University of Sydney, UNSW, or the University of Melbourne, we provide trusted MATLAB assistance to help you excel. Contact us today for the best MATLAB solutions online and achieve academic success!

MATLAB Assignment Help Services

Personalized Tutoring: Get one-on-one guidance from our MATLAB experts. Whether you're tackling basic concepts or advanced algorithms, we provide clear, step-by-step explanations to help you master MATLAB with confidence.

Assignment Assistance: Struggling with tight deadlines or complex assignments? Our team offers end-to-end support, from problem analysis to code development and debugging, ensuring your assignments meet the highest academic standards.

Project Development: Need expert help with your MATLAB research project? We assist in designing and implementing robust solutions, covering project planning, data collection, coding, simulation, and result analysis.

Coursework Support: Enhance your understanding of MATLAB with our comprehensive coursework assistance. We help you grasp lecture concepts, complete lab exercises, and prepare effectively for exams.

Thesis and Dissertation Guidance: Incorporate MATLAB seamlessly into your thesis or dissertation. Our experts provide support for data analysis, modeling, and simulation, ensuring your research is methodologically sound and impactful.

Contact us on WhatsApp for MATLAB help

Contact us on Telegram for MATLAB solutions