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TSMIL:Transformer-based structured low-rank end-to-end multi-instance learning network for renal cell carcinoma classification in whole-slide images

Xiaoliang Xu Yusong Mao Hao Cui Yue Han Xinwei Zhang Pan Huang Hu Chen Sukun Tian Peng He Peng Feng

Intelligent Oncology2026，Vol.2Issue(2)：P.39-52,14.

Intelligent Oncology2026，Vol.2Issue(2)：P.39-52,14.DOI:10.1016/j.intonc.2026.100057

TSMIL:Transformer-based structured low-rank end-to-end multi-instance learning network for renal cell carcinoma classification in whole-slide images

Xiaoliang Xu ¹Yusong Mao ¹Hao Cui ¹Yue Han ¹Xinwei Zhang ¹Pan Huang ²Hu Chen ³Sukun Tian ³Peng He ¹Peng Feng¹

作者信息

1. Key Laboratory of Optoelectronic Technology&Systems(Ministry of Education),Chongqing University,Chongqing 400044,China
2. Centre for Smart Health,School of Nursing,The Hong Kong Polytechnic University,Hong Kong SAR 999077,China
3. Center of Digital Dentistry,Peking University School and Hospital of Stomatology&NHC Key Laboratory of Digital Stomatology(Key Laboratory of Digital Stomatology,Chinese Academy of Medical Sciences),Beijing 100081,China
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摘要

关键词

Renal cell carcinoma/End-to-end multiple instance learning/Low-rank learning network/Pathological classification

分类

医药卫生

引用本文复制引用

Xiaoliang Xu,Yusong Mao,Hao Cui,Yue Han,Xinwei Zhang,Pan Huang,Hu Chen,Sukun Tian,Peng He,Peng Feng..TSMIL:Transformer-based structured low-rank end-to-end multi-instance learning network for renal cell carcinoma classification in whole-slide images[J].Intelligent Oncology,2026,2(2):P.39-52,14.

基金项目

supported by the Natural Science Foundation of Chongqing,China(Grant No.:CSTB2025NSCQ-LZX0041) （Grant No.:CSTB2025NSCQ-LZX0041）

Beijing Natural Science Foundation(Grant No.:L242114) （Grant No.:L242114）

Fundamental Research Funds for the Central Universities(Grant No.:2023CDJKYJH085) （Grant No.:2023CDJKYJH085）

the Non-Profit Central Research Institute Fund of Chinese Academy of Medical Sciences(Grant No.:2023-PT320-09). （Grant No.:2023-PT320-09）

Intelligent Oncology

ISSN：2097-7131

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