Sequential steps of satellite trail detection and refinement: (a) Original patch image, (b) Ground truth segmentation mask, (c) U-Net predicted segmentation map, (d) Final result after applying the probabilistic Hough transform. This workflow demonstrates the process from initial detection to refined trail delineation, ensuring precise identification and continuity of satellite trails.