KiTS23

KiTS23 数据集专注于肾脏及其上的肿瘤和囊肿的 CT 分割,并作为 MICCAI 2023 的一个挑战赛数据集。该数据集包括 599 个病例,其中 489 个用于训练,110 个用于测试。这 489 个训练集病例已覆盖了之前在 MICCAI 挑战赛中的 KiTS19 和 KiTS21 的训练集和测试集。与之前的数据集不同,KiTS23 加入了“nephrogenic contrast phase”(肾生成对比相)的病例,而不仅仅是之前的“late arterial”(晚动脉期)。KiTS23 的这 110 个测试集病例从未在任何挑战中使用过。

腹部
可视化图片
KiTS23_0.webp
KiTS23_0.webp
数据集元信息
维度3D
模态ct
任务类型segmentation
解剖结构Kidney
解剖区域abdomen
类别数3
数据量489 for training, 110 for test.
文件格式.nii.gz
文件结构
kits23/dataset
│
├── case_00000
│   ├── imaging.nii.gz
│   ├── segmentation.nii.gz
│   └── instances
│
...
│
├── case_00537
│   ├── imaging.nii.gz
│   ├── segmentation.nii.gz
│   └── instances
图像尺寸统计
统计类型 间距 (mm) 尺寸
最小值 (0.5, 0.3926, 0.3926) (29, 512, 512)
中位值 (3.0, 0.7813, 0.7813) (104, 512, 512)
最大值 (5.0, 1.0410, 1.0410) (1059, 512, 796)
引用
@misc{heller2023kits21,
      title={The KiTS21 Challenge: Automatic segmentation of kidneys, renal tumors, and renal cysts in corticomedullary-phase CT}, 
      author={Nicholas Heller and Fabian Isensee and Dasha Trofimova and Resha Tejpaul and Zhongchen Zhao and Huai Chen and Lisheng Wang and Alex Golts and Daniel Khapun and Daniel Shats and Yoel Shoshan and Flora Gilboa-Solomon and Yasmeen George and Xi Yang and Jianpeng Zhang and Jing Zhang and Yong Xia and Mengran Wu and Zhiyang Liu and Ed Walczak and Sean McSweeney and Ranveer Vasdev and Chris Hornung and Rafat Solaiman and Jamee Schoephoerster and Bailey Abernathy and David Wu and Safa Abdulkadir and Ben Byun and Justice Spriggs and Griffin Struyk and Alexandra Austin and Ben Simpson and Michael Hagstrom and Sierra Virnig and John French and Nitin Venkatesh and Sarah Chan and Keenan Moore and Anna Jacobsen and Susan Austin and Mark Austin and Subodh Regmi and Nikolaos Papanikolopoulos and Christopher Weight},
      year={2023},
      eprint={2307.01984},
      archivePrefix={arXiv},
      primaryClass={cs.CV}
}

@article{heller2023kits19,
    title={The state of the art in kidney and kidney tumor segmentation in contrast-enhanced CT imaging: Results of the KiTS19 challenge},
    journal={Medical Image Analysis},
    volume={67},
    pages={101821},
    year={2021},
    issn={1361-8415},
    doi={10.1016/j.media.2020.101821},
    url={https://www.sciencedirect.com/science/article/pii/S1361841520301857},
    author={Nicholas Heller and Fabian Isensee and Klaus H. Maier-Hein and Xiaoshuai Hou and Chunmei Xie and Fengyi Li and Yang Nan and Guangrui Mu and Zhiyong Lin and Miofei Han and Guang Yao and Yaozong Gao and Yao Zhang and Yixin Wang and Feng Hou and Jiawei Yang and Guangwei Xiong and Jiang Tian and Cheng Zhong and Jun Ma and Jack Rickman and Joshua Dean and Bethany Stai and Resha Tejpaul and Makinna Oestreich and Paul Blake and Heather Kaluzniak and Shaneabbas Raza and Joel Rosenberg and Keenan Moore and Edward Walczak and Zachary Rengel and Zach Edgerton and Ranveer Vasdev and Matthew Peterson and Sean McSweeney and Sarah Peterson and Arveen Kalapara and Niranjan Sathianathen and Nikolaos Papanikolopoulos and Christopher Weight},
}
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发布日期: 2023-04

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创建时间: 2025-09-09 16:51

更新时间: 2025-09-09 16:56