Assessing disease risks from user captured images

An apparatus comprising:

• an image capturing device configured to capture one or more images of a subject;
• a processor;
• and
• computer readable medium containing programming instructions that, when executed, will cause the processor to:
• use a 3D body shape model to generate a diabetes risk assessment value based on the one or more images;
• extract biomarker data from the one or more images;
• use biomarker data to generate a cardiovascular risk assessment value based on the one or more images;
• and
• fuse the diabetes risk assessment value and the cardiovascular risk assessment value to generate a disease risk assessment value.

An apparatus comprising:

• an input data module configured to retrieve input data of a subject;
• a processor;
• and
• computer readable medium containing programming instructions that, when executed, will cause the processor to:
• use a disease risk model to generate a human body feature from the input data;
• and
• generate a disease risk assessment value based on the human body feature;
• wherein the human body feature comprises at least:
• one or more of:
• 3D body shape, or body shape indicators;
• and
• one or more of:
• blood flow, blood pressure, heart rate, respiratory rate, heart rate variability, cardiac workload, irregular heartbeats, or stress index.