In this study, we conducted training and testing on various datasets using the segmentation network proposed in this paper, as well as other commonly used segmentation networks that have been popular in recent years. Through the analysis of experimental results, it was evident that the segmentation method proposed in this paper is particularly well-suited for accurately segmenting railway track components. \n\nThe contributions of this paper can be summarized as follows:

A Novel Segmentation Network for Accurate Railway Track Component Segmentation

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