AIDA-E2
AIDA-E2数据集是ISBI2016挑战赛中属于共聚焦内镜（confocal endoscopy）模态的疾病分类数据集。该数据集包含262个病例，分为三个关键类别：巴雷特食管（Barrett's Esophagus, BAR）172例、胃黏膜肠化生（Gastric Metaplasia, GMP）30例和肿瘤性病变（Neoplastic Lesions, NPL）60例。这种精细分类对于疾病早期检测和治疗方案制定至关重要。
内窥镜可视化图片
AIDA-E2_2.webp
AIDA-E2_1.webp
AIDA-E2_3.webp
AIDA-E2_0.png
数据集元信息
| 维度 | 2D |
| 模态 | endoscopy |
| 任务类型 | classification |
| 解剖结构 | 消化道 |
| 解剖区域 | 食管/胃 |
| 类别数 | 3 |
| 数据量 | 262 |
| 文件格式 | JPG |
文件结构
Dataset
│
├── BAR_02_004.jpg
├── BAR_02_007.jpg
├── BAR_02_009.jpg
├── ......
├── GMP_01_004.jpg
├── GMP_01_005.jpg
├── GMP_01_006.jpg
├── ......
├── NPL_03_004.jpg
├── NPL_03_005.jpg
├── NPL_03_006.jpg
├── ......图像尺寸统计
| 统计类型 | 间距 (mm) | 尺寸 |
|---|---|---|
| 最小值 | - |
1024 * 1024 |
| 中位值 | - |
1024 * 1024 |
| 最大值 | - |
1024 * 1024 |
引用
@article{kiesslich2005vivo,
title={In vivo histology of Barrett's esophagus and associated neoplasias by confocal laser endomicroscopy},
author={Kiesslich, Ralf and Gossner, Liebwin and Dahlmann, Alexandra and Vieth, Michael and Stolte, Manfred and Hofmann, Arthur and Jung, Michael and Nafe, Bernhard and Galle, Peter R and Ell, Christian and others},
journal={Gastrointestinal Endoscopy},
volume={61},
number={5},
pages={AB101},
year={2005},
publisher={Elsevier}
}
@article{grisan2013oc,
title={OC. 10.2 COMPUTER AIDED DIAGNOSIS OF BARRETT'S ESOPHAGUS AND ASSOCIATED NEOPLASIA USING CONFOCAL LASER ENDOMICROSCOPY},
author={Grisan, Enrico and Veronese, E and Trovato, C and Diamantis, G and Battaglia, Giorgio and Crosta, C},
journal={Digestive and Liver Disease},
volume={45},
pages={S77},
year={2013},
publisher={Elsevier}
}
@inproceedings{grisan2012computer,
title={Computer aided diagnosis of barrett's esophagus using confocal laser endomicroscopy: preliminary data},
author={Grisan, Enrico and Veronese, Elisa and Diamantis, Giorgio and Trovato, Cristina and Crosta, Cristiano and Battaglia, Giorgio},
booktitle={Gastrointestinal Endoscopy},
volume={75},
number={4},
pages={126--126},
year={2012},
organization={MOSBY-ELSEVIER 360 PARK AVENUE SOUTH, NEW YORK, NY 10010-1710 USA}
}
@inproceedings{veronese2013hybrid,
title={Hybrid patch-based and image-wide classification of confocal laser endomicroscopy images in Barrett's esophagus surveillance},
author={Veronese, Elisa and Grisan, Enrico and Diamantis, Giorgio and Battaglia, Giorgio and Crosta, Cristiano and Trovato, Cristina},
booktitle={2013 IEEE 10th international symposium on biomedical imaging},
pages={362--365},
year={2013},
organization={IEEE}
}