1)A multi-angle, multi-illumination, and multi-species weed seedling meristem keypoint dataset, named Weeds7KPD, was constructed. Following the COCO annotation format, the dataset comprises 9,330 images with 36,646 weed seedlings and corresponding keypoint annotations.