Photo-Based Calorie Tracking Is a Lie. Here’s the Unsolved Physics Problem.
Photo-based calorie tracking apps promise effortless dietary logging, but they are built on a fundamental physics flaw. A 2D image cannot capture hidden caloric densities like oil or dressing. By replacing educated guesses with a confident illusion of precision, these apps don’t solve portion estimation—they just mask it with fake math.