The nucleus of white blood cells (WBCs) plays a significant role in their detection and classification. Appropriate feature extraction of the nucleus is necessary to fit a suitable artificial intelligence model to classify WBCs. Therefore, designing a method is needed to segment the nucleus accurately. There should be a comparison between the ground truths distinguished by a hematologist and the detected nuclei to evaluate the performance of the nucleus segmentation method accurately. It is a time-consuming and tedious task for experts to establish the ground truth manually. This paper presents an intelligent open-source software called Easy-GT to create the ground truth of WBCs' nucleus faster and easier. This software first detects the nucleus by employing a new Otsu's thresholding-based method with a dice similarity coefficient (DSC) of 95.42 %; the hematologist can then create a more accurate ground truth, using the designed buttons to modify the threshold value. This software can speed up ground truth's forming process more than six times.
翻译:白血球核心(WBCs) 在其检测和分类中起着重要作用。 适当的核核特征提取是适合对 WBC 进行分类的适当人工智能模型所必需的。 因此, 需要设计一种方法来准确分割核。 应该对由血压学家区分的地面真相和检测到的核核进行对比, 以便准确评估核分解法的性能。 专家手工建立地面真相是一项耗时和烦琐的任务。 本文展示了一个名为“ 易燃源软件” 的智能开源软件, 以快速和更容易地创建 WBCs 核的地面真相。 这个软件首先通过使用一种新的基于Otsu 的临界值方法, 使用95.42 %的 dice 系数( DSC) 来检测核; 然后, 赫马特可以创建更准确的地面真相, 使用设计的按钮来修改临界值。 这个软件可以加速地面真相的形成过程超过六倍 。