Drawing the Timeline of Skin Aging from Data
Wrinkles, pigmentation, and sagging don't age at the same speed. This is the timeline of skin aging drawn from thousands of people — and how it differs between men and women.
How We Built a Skin AI That Evaluates with Precision
Dermatologists grade skin in steps, yet INSKINVIEW scores run 0 to 100. This is how a model trained on grades learns to read a fine-grained scale.
Technical Barriers in Smartphone Skin Analysis, and How We Address Them
A small shift in angle, distance, or lighting moves the result. This is about finding the point where capture stays easy but accuracy holds.
What a Single Measurement Can't Tell You
Skin changes between days, and even between morning and afternoon. This is about what a single reading can't tell you, and why frequency matters.
Why Skin Analysis Should Happen on a Smartphone
Dermatology clinics have had facial analysis devices for over a decade. This is the story of why it still had to be a smartphone and why now.
Evaluating Skin with AI
Skin severity rarely has a single right answer. This is the question a dermatologist carried through a university hospital and a medical AI company, 'how much can we trust a doctor's judgment?', and the story of solving it with AI.
Measuring Skin as Data: Notes from a Dermatologist
Is there really a way to measure skin objectively? This is the question a board-certified dermatologist carried from his residency — and the question that eventually became InSkin Lab and INSKINVIEW.
