Pixel-Level Analysis involves examining image data at the smallest unit, a pixel, to extract detailed information and patterns for applications like image recognition, segmentation, and enhancement. This technique is crucial for accurately interpreting and manipulating visual data in fields such as computer vision and remote sensing.