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Machine learning pipeline for automated segmentation and classification of complicated cystic renal masses on MRI: comparison with radiologists’ assessments

Crossref DOI link: https://doi.org/10.1007/s11604-025-01912-4

Published Online: 2025-11-21

Published Print: 2026-03

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Kang, Huanhuan https://orcid.org/0000-0001-6848-9525
Elham, Elzat https://orcid.org/0009-0003-5312-7064
Wang, Zhongyi https://orcid.org/0000-0002-2292-7945
Li, Chaobo https://orcid.org/0009-0003-1398-0319
Wen, Xuewei https://orcid.org/0009-0006-2477-9073
Yi, Sicheng https://orcid.org/0009-0001-9379-0464
Ding, Xiaohui https://orcid.org/0000-0001-7229-0797
Guo, Huiping https://orcid.org/0000-0001-5197-871X
Cui, Mengqiu https://orcid.org/0000-0001-8689-8592
Bai, Xu https://orcid.org/0000-0001-8755-4257
Zhao, Jian https://orcid.org/0000-0002-5125-1112
Li, Lin https://orcid.org/0000-0002-7917-1173
Jia, Chuang https://orcid.org/0000-0001-5277-4700
Huang, Qingbo

Yang, Dawei https://orcid.org/0000-0002-1868-2746
Wang, He https://orcid.org/0000-0002-7852-8492
Guo, Hao https://orcid.org/0000-0003-0231-3345
Xue, Jian https://orcid.org/0000-0002-9460-802X
Wang, Haiyi https://orcid.org/0000-0002-0717-1748
Funding

Funding for this research was provided by:

National Natural Science Foundation of China (82271951)

National Natural Science Foundation of China (U24A20755)

National Natural Science Foundation of China (62331001)

National Natural Science Foundation of China (82371980)
License Information

Text and Data Mining valid from 2025-11-21

Version of Record valid from 2025-11-21
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Article History

Received: 14 July 2025

Accepted: 30 October 2025

First Online: 21 November 2025

Declarations

:

: The authors declare that they have no conflicts of interest related to this work.

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