Non-uniform Pixel Usage refers to the variation in demand and utilization of pixels across an image or digital display, often resulting in some pixels being actively engaged while others remain underutilized. This concept is crucial in optimizing graphical performance and enhancing image quality, as it affects resource allocation, power consumption, and rendering efficiency.