VisionMetrix is a computer vision platform that measures real-world objects using a standard A4 sheet as a reference plane. It converts pixel distances into millimeters through perspective correction, homography transforms, sub-pixel corner refinement, and rotation-invariant dimensioning for accurate planar measurement.