The goal of this study was to arrive at a method to estimate the physical state of a scaled helicopter model using images taken from a stationary camera on the ground. The state would consist of the [XYZ] coordinates and orientation of the helicopter in space. The end was achieved by using the Direct Linear Transform to calibrate the given camera and obtain the transformation matrices and camera calibration parameters