Systems and methods for a multi-parameter sampling tool

A method, comprising:

• receiving, via a processor, a medical image for populating a graphical user interface (GUI) to display for a user;
• receiving, via the processor, a first user input selecting a sampling tool;
• receiving, via the processor, a second user input from the sampling tool of a region of interest within the medical image;
• determining, via the processor, a value or values for a parameter of interest based on pixels or voxels within the region of interest, wherein the determining the value or values for the parameter of interest comprises:
• generating, via the processor, a histogram comprising the pixels or the voxels of the region of interest;
• and
• performing, via the processor, a characterization of the histogram to determine the value or values for the parameter of interest, wherein performing the characterization comprises:
• fitting, via the processor, a first curve to a first histogram cluster and a second curve to a second histogram cluster of the histogram;
• determining, via the processor, the value or values for a first parameter of interest based on the pixels of the first curve;
• and
• determining, via the processor, the value or values for a second parameter of interest based on the pixels or the voxels of the second curve;
• populating, via the processor, the GUI with one or more sliders associated with the value or values of the parameter of interest;
• receiving, via the processor, a third user input to adjust the one or more sliders;
• and
• storing, via the processor, the third user input and the parameter of interest in machine-learning model;
• automatically configuring, via the processor, a workflow tool based on the adjusted value or values for the parameter of interest;
• and
• applying, via the processor, the configured workflow tool to adjust the display of the medical image on the GUI.

A non-transitory, computer-readable medium comprising computer-readable code, that when executed by one or more processors, causes the one or more processors to perform operations comprising:

• receiving image data for populating a graphical user interface (GUI) to display for a user;
• receiving a user input selecting a workflow tool and a sampling tool;
• receiving an additional user input from the sampling tool of an anatomical region within the image data;
• determining a value or values for a parameter of interest based on pixels or voxels associated with the anatomical region, wherein determining the value or values for the parameter of interest comprises:
• generating a histogram comprising the pixels or the voxels of the anatomical region;
• characterizing of the histogram to determine one or more values of a central tendency of the pixels or the voxels of the anatomical region;
• and
• populating the GUI with the histogram, the one or more values of the central tendency, or both;
• dynamically configuring the workflow tool based on the determined value or values for the parameter of interest;
• and
• implementing the configured workflow tool to adjust the display of the image data on the GUI.