“Related research has made new progress in the field of automotive highlight removal. Experts have constructed a dataset of automotive highlights under multiple lighting conditions and proposed a mask guided highlight removal network (MG TransUnet), which significantly improves the highlight removal effect and provides strong support for the performance improvement of visual perception systems.”