In this chapter, the research is concluded by summarizing key findings and discussing limitations, followed by proposed directions for future work. These sections provide a comprehensive reflection on the study’s contributions, outline areas for improvement, and suggest potential enhancements to further advance data augmentation techniques for automated driving applications.