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The augmented YOLOv5 model displayed frame rates of 75 MB, 969%, 599%, and 385 frames per second, a considerable improvement over the YOLOv5 model; this includes increments of 103%, 713%, and 12647%, respectively, thereby proving its applicability to the vision system of a real-world cotton foreign fiber detection production line. Manufacturing operations frequently encounter problems with printing quality. While stu