APCData cervical cytology cells

We present a Dataset of cervical cytology images developed in collaboration with the Anatomical Pathology and Cytology laboratory located in Rivera, Uruguay. The set includes 425 high-quality microscope field images, with cells labeled in 6 classes corresponding to the Bethesda System for reporting cervical cytology (https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9168399/): NILM (Negative for Intraepithelial Lesion or Malignancy), ASC-US (Atypical Squamous Cells of Undetermined Significance), ASC-H (Atypical Squamous Cells, cannot exclude HSIL), LSIL (Low-grade Squamous Intraepithelial Lesion), HSIL (High-grade Squamous Intraepithelial Lesion), and SCC (Squamous Cell Carcinoma). The cells were labeled using bounding boxes and also points in nuclei.

本研究公开一款宫颈细胞学图像数据集，该数据集由与乌拉圭里韦拉市的解剖病理学与细胞学实验室合作开发而成。该数据集包含425张高质量显微镜视野图像，其中细胞被标注为6个类别，对应宫颈细胞学报告的贝塞斯达系统（Bethesda System，参考链接：https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9168399/），具体类别如下：NILM（上皮内病变或恶性病变阴性，Negative for Intraepithelial Lesion or Malignancy）、ASC-US（意义未明确的非典型鳞状细胞，Atypical Squamous Cells of Undetermined Significance）、ASC-H（无法排除高级别鳞状上皮内病变的非典型鳞状细胞，Atypical Squamous Cells, cannot exclude HSIL）、LSIL（低级别鳞状上皮内病变，Low-grade Squamous Intraepithelial Lesion）、HSIL（高级别鳞状上皮内病变，High-grade Squamous Intraepithelial Lesion）以及SCC（鳞状细胞癌，Squamous Cell Carcinoma）。所有细胞均通过边界框以及细胞核点两种方式完成标注。

搜集汇总

背景与挑战

背景概述

该数据集包含425张宫颈细胞学图像，按照Bethesda系统分为6个类别(NILM/ASC-US/ASC-H/LSIL/HSIL/SCC)，提供YOLO格式边界框和核中心点两种标注方式，共标注了3619个鳞状上皮细胞。数据来源于2018-2021年间的液基细胞学检查样本，使用专业显微镜设备采集。