The camera coordinate system is a 3D coordinate system used to define the position and orientation of objects relative to the camera's viewpoint, with the origin typically set at the camera's optical center. It is crucial for projecting 3D points onto a 2D image plane, enabling tasks like computer vision, 3D reconstruction, and augmented reality.