Compute system with hidradenitis suppurativa severity diagnostic mechanism and method of operation thereof

A compute system comprising:

• a control circuit, including a processor, configured to:
• verify an acceptable image from a patient image,
• detect a body part from the acceptable image,
• generate a skin segmentation for the body part including a non-skin region and a skin region based on the acceptable image, and
• generate a normalized image with a rescale factor based on the skin segmentation and the patient image;
• identify a type of an Hidradenitis Suppurativa (HS) lesion from among a nodule, an abscess, a fistula, a scar, drainage, and a papule based on the normalized image;
• and
• generate a local HS severity score based on the type of the HS lesion for displaying on a device to assist in diagnosis.

A non-transitory computer readable medium including instructions for a compute system comprising:

• verifying an acceptable image from a patient image;
• detecting a body part from the acceptable image;
• generating a skin segmentation for the body part including a non-skin region and a skin region based on the acceptable image;
• generating a normalized image with a rescale factor based on the skin segmentation and the patient image;
• identifying a type of an Hidradenitis Suppurativa (HS) lesion from among a nodule, an abscess, a fistula, a scar, drainage, and a papule based on the normalized image;
• and
• generating a local HS severity score based on the type of the HS lesion for displaying on a device to assist in diagnosis.