The quest for efficient 3D plant shoot segmentation, vital for extracting plant phenotypic traits, has driven the integration of deep learning with point clouds. Traditional 2D methods, while prevalent, encounter challenges in depth perception and structural determination. The emergence of 3D imaging has overcome these limitations, providing improved trait analysis.