TCSAFormer: Efficient Vision Transformer With Token Compression and Sparse Attention for Medical Image Segmentation.

Libin Lan https://orcid.org/0000-0003-4754-813X

Zunhui Xia Hongxing Li 0001 Libin Lan TCSAFormer: Efficient Vision Transformer With Token Compression and Sparse Attention for Medical Image Segmentation. 2026 March 36 Int. J. Imaging Syst. Technol. 2 https://doi.org/10.1002/ima.70302 db/journals/imst/imst36.html#XiaLL26 streams/journals/imst

Jieyun Bai Zihao Zhou Yitong Tang Jie Gan Zhuonan Liang Jianan Fan Lisa Mcguire Jillian Clarke Tom Weidong Cai Jacqueline Spurway Yubo Tang Shiye Wang Wenda Shen Wangwang Yu Yihao Li Philippe Zhang Weili Jiang Yongjie Li Salem Muhsin Ali Binqahal Al Nasim Arsen Abzhanov Numan Saeed Mohammad Yaqub Zunhui Xia Hongxing Li 0001 Libin Lan Jayroop Ramesh Valentin Bacher Mark Eid Hoda Kalabizadeh Christian Rupprecht 0001 Ana I. L. Namburete Pak-Hei Yeung Madeleine K. Wyburd Nicola K. Dinsdale Assanali Serikbey Jiankai Li Sung-Liang Chen Zicheng Hu Nana Liu Yian Deng Wei Hu Cong Tan Wenfeng Zhang Mai Tuyet Nhi Gregor Koehler Rapheal Stock Klaus Maier-Hein Marawan Elbatel Xiaomeng Li 0001 Saad Slimani Victor M. Campello Benard Ohene-Botwe Isaac Khobo Yuxin Huang Zhenyan Han Hongying Hou Di Qiu Zheng Zheng Gongning Luo Dong Ni 0001 Yaosheng Lu Karim Lekadir Shuo Li 0001 Beyond benchmarks of IUGC: Rethinking requirements of deep learning method for intrapartum ultrasound biometry from fetal ultrasound videos. 2026 104043 111 Medical Image Anal. https://doi.org/10.1016/j.media.2026.104043 db/journals/mia/mia111.html#BaiZTGLFMCCSTWSYLZJLNAS26 streams/journals/mia

Libin Lan Lu Jiang Tianshu Yu 0001 Xiaojuan Liu Zhongshi He FullTransNet: Full Transformer With Local-Global Attention for Video Summarization. 2026 April 1185-1200 10 IEEE Trans. Emerg. Top. Comput. Intell. 2 https://doi.org/10.1109/TETCI.2025.3634718 db/journals/tetci/tetci10.html#LanJYLH26 streams/journals/tetci

Jieyun Bai Zihao Zhou Yitong Tang Jie Gan Zhuonan Liang Jianan Fan Lisa Mcguire Jillian Clarke Weidong Cai 0001 Jacqueline Spurway Yubo Tang Shiye Wang Wenda Shen Wangwang Yu Yihao Li Philippe Zhang Weili Jiang Yongjie Li Salem Muhsin Ali Binqahal Al Nasim Arsen Abzhanov Numan Saeed Mohammad Yaqub Zunhui Xian Hongxing Lin Libin Lan Jayroop Ramesh Valentin Bacher Mark Eid Hoda Kalabizadeh Christian Rupprecht 0001 Ana I. L. Namburete Pak-Hei Yeung Madeleine K. Wyburd Nicola K. Dinsdale Assanali Serikbey Jiankai Li Sung-Liang Chen Zicheng Hu Nana Liu Yian Deng Wei Hu Cong Tan Wenfeng Zhang Mai Tuyet Nhi Gregor Koehler Rapheal Stock Klaus Maier-Hein Marawan Elbatel Xiaomeng Li 0001 Saad Slimani Victor M. Campello Benard Ohene-Botwe Isaac Khobo Yuxin Huang Zhenyan Han Hongying Hou Di Qiu Zheng Zheng Gongning Luo Dong Ni 0001 Yaosheng Lu Karim Lekadir Shuo Li 0001 Beyond Benchmarks of IUGC: Rethinking Requirements of Deep Learning Methods for Intrapartum Ultrasound Biometry from Fetal Ultrasound Videos. 2026 February abs/2602.12922 CoRR https://doi.org/10.48550/arXiv.2602.12922 db/journals/corr/corr2602.html#abs-2602-12922 streams/journals/corr

Hui Wan Libin Lan TAP-SLF: Parameter-Efficient Adaptation of Vision Foundation Models for Multi-Task Ultrasound Image Analysis. 2026 March abs/2603.00433 CoRR https://doi.org/10.48550/arXiv.2603.00433 db/journals/corr/corr2603.html#abs-2603-00433 streams/journals/corr

Yanxin Li Hui Wan Libin Lan DCAU-Net: Differential Cross Attention and Channel-Spatial Feature Fusion for Medical Image Segmentation. 2026 March abs/2603.09530 CoRR https://doi.org/10.48550/arXiv.2603.09530 db/journals/corr/corr2603.html#abs-2603-09530 streams/journals/corr

Jieyun Bai Zihao Zhou Zhanhong Ou Gregor Köhler Raphael Stock Klaus H. Maier-Hein Marawan Elbatel Robert Martí Xiaomeng Li 0001 Yaoyang Qiu Panjie Gou Gongping Chen Lei Zhao 0013 Jianxun Zhang 0002 Yu Dai 0002 Fangyijie Wang Guénolé C. M. Silvestre Kathleen M. Curran Hongkun Sun Jing Xu Pengzhou Cai Lu Jiang Libin Lan Dong Ni 0001 Mei Zhong Gaowen Chen Víctor M. Campello Yaosheng Lu Karim Lekadir PSFHS challenge report: Pubic symphysis and fetal head segmentation from intrapartum ultrasound images. 103353 2025 99 Medical Image Anal. https://doi.org/10.1016/j.media.2024.103353 db/journals/mia/mia99.html#BaiZOKSMEMLQGCZZDWSCSXC25 streams/journals/mia

Jieyun Bai Zihao Zhou Zhanhong Ou Gregor Köhler Raphael Stock Klaus H. Maier-Hein Marawan Elbatel Robert Martí Xiaomeng Li 0001 Yaoyang Qiu Panjie Gou Gongping Chen Lei Zhao 0013 Jianxun Zhang 0002 Yu Dai 0002 Fangyijie Wang Guénolé C. M. Silvestre Kathleen M. Curran Hongkun Sun Jing Xu Pengzhou Cai Lu Jiang Libin Lan Dong Ni 0001 Mei Zhong Gaowen Chen Víctor M. Campello Yaosheng Lu Karim Lekadir Corrigendum to "PSFHS challenge report: pubic symphysis and fetal head segmentation from intrapartum ultrasound images" [Medical Image Analysis 99 (2025),103353]. 103651 2025 104 Medical Image Anal. https://doi.org/10.1016/j.media.2025.103651 db/journals/mia/mia104.html#BaiZOKSMEMLQGCZZDWSCSXC25a streams/journals/mia

Pengzhou Cai Lu Jiang Yanxin Li Xiaojuan Liu Libin Lan Pubic Symphysis-Fetal Head Segmentation Network Using BiFormer Attention Mechanism and Multipath Dilated Convolution. 243-256 2025 MMM (3) https://doi.org/10.1007/978-981-96-2064-7_18 conf/mmm/2025-3 db/conf/mmm/mmm2025-3.html#CaiJLLL25 streams/conf/mmm

Libin Lan Lu Jiang Tianshu Yu 0002 Xiaojuan Liu Zhongshi He FullTransNet: Full Transformer with Local-Global Attention for Video Summarization. 2025 January abs/2501.00882 CoRR https://doi.org/10.48550/arXiv.2501.00882 db/journals/corr/corr2501.html#abs-2501-00882 streams/journals/corr

Ruining Deng Tianyuan Yao Yucheng Tang Junlin Guo Siqi Lu Juming Xiong Lining Yu Quan Huu Cap Pengzhou Cai Libin Lan Ze Zhao Adrian Galdran Amit Kumar Gunjan Deotale Dev Kumar Das Inyoung Paik Joonho Lee Geongyu Lee Yujia Chen Wangkai Li Zhaoyang Li Xuege Hou Zeyuan Wu Shengjin Wang Maximilian Fischer Lars Kramer Anghong Du Le Zhang Maria Sanchez Sanchez Helena Sanchez Ulloa David Ribalta Heredia Carlos Perez de Arenaza Garcia Shuoyu Xu Bingdou He Xinping Cheng Tao Wang Noémie Moreau Katarzyna Bozek Shubham Innani Ujjwal Baid Kaura Solomon Kefas Bennett A. Landman Yu Wang Shilin Zhao Mengmeng Yin Haichun Yang Yuankai Huo KPIs 2024 Challenge: Advancing Glomerular Segmentation from Patch- to Slide-Level. 2025 February abs/2502.07288 CoRR https://doi.org/10.48550/arXiv.2502.07288 db/journals/corr/corr2502.html#abs-2502-07288 streams/journals/corr

Libin Lan Yanxin Li Xiaojuan Liu Juan Zhou Jianxun Zhang Nannan Huang Yudong Zhang MSLAU-Net: A Hybird CNN-Transformer Network for Medical Image Segmentation. 2025 May abs/2505.18823 CoRR https://doi.org/10.48550/arXiv.2505.18823 db/journals/corr/corr2505.html#abs-2505-18823 streams/journals/corr

Zunhui Xia Hongxing Li 0001 Libin Lan DSSAU-Net:U-Shaped Hybrid Network for Pubic Symphysis and Fetal Head Segmentation. 2025 June abs/2506.03684 CoRR https://doi.org/10.48550/arXiv.2506.03684 db/journals/corr/corr2506.html#abs-2506-03684 streams/journals/corr

Libin Lan Hongxing Li 0001 Zunhui Xia Juan Zhou Xiaofei Zhu Yongmei Li Yudong Zhang Xin Luo Cross-Modal Clustering-Guided Negative Sampling for Self-Supervised Joint Learning from Medical Images and Reports. 2025 June abs/2506.11674 CoRR https://doi.org/10.48550/arXiv.2506.11674 db/journals/corr/corr2506.html#abs-2506-11674 streams/journals/corr

Libin Lan Hongxing Li 0001 Zunhui Xia Yudong Zhang DMAF-Net: An Effective Modality Rebalancing Framework for Incomplete Multi-Modal Medical Image Segmentation. 2025 June abs/2506.11691 CoRR https://doi.org/10.48550/arXiv.2506.11691 db/journals/corr/corr2506.html#abs-2506-11691 streams/journals/corr

Zunhui Xia Hongxing Li 0001 Libin Lan MedFormer: Hierarchical Medical Vision Transformer with Content-Aware Dual Sparse Selection Attention. 2025 July abs/2507.02488 CoRR https://doi.org/10.48550/arXiv.2507.02488 db/journals/corr/corr2507.html#abs-2507-02488 streams/journals/corr

Zunhui Xia Hongxing Li 0001 Libin Lan TCSAFormer: Efficient Vision Transformer with Token Compression and Sparse Attention for Medical Image Segmentation. 2025 August abs/2508.04058 CoRR https://doi.org/10.48550/arXiv.2508.04058 db/journals/corr/corr2508.html#abs-2508-04058 streams/journals/corr

Libin Lan Chunxiao Ye Chao Liao Chengliang Wang Xin Feng De-redundancy in wireless capsule endoscopy video sequences using correspondence matching and motion analysis. 21171-21195 2024 83 Multim. Tools Appl. 7 https://doi.org/10.1007/s11042-023-15530-7 db/journals/mta/mta83.html#LanYLWF24

Zunhui Xia Hongxing Li 0001 Libin Lan DSSAU-Net: U-Shaped Hybrid Network for Pubic Symphysis and Fetal Head Segmentation. 32-45 2024 IUGC@MICCAI https://doi.org/10.1007/978-3-031-96318-6_4 conf/miccai/2024iugc db/conf/miccai/iugc2024.html#XiaLL24 streams/conf/miccai Pengzhou Cai Xueyuan Zhang Xiaowen Wang Baolin Du Libin Lan Ze Zhao A Robust Deep Learning Method for WSI-Level Diseased Glomeruli Segmentation. 192-201 2024 MOVI@MICCAI https://doi.org/10.1007/978-3-031-77786-8_19 conf/miccai/2024movi db/conf/miccai/movi2024.html#CaiZWDLZ24 streams/conf/miccai

Libin Lan Pengzhou Cai Lu Jiang Xiaojuan Liu Yongmei Li Yudong Zhang BRAU-Net++: U-Shaped Hybrid CNN-Transformer Network for Medical Image Segmentation. 2024 abs/2401.00722 CoRR https://doi.org/10.48550/arXiv.2401.00722 db/journals/corr/corr2401.html#abs-2401-00722

Jieyun Bai Zihao Zhou Zhanhong Ou Gregor Köhler Raphael Stock Klaus H. Maier-Hein Marawan Elbatel Robert Martí Xiaomeng Li 0001 Yaoyang Qiu Panjie Gou Gongping Chen Lei Zhao 0013 Jianxun Zhang 0002 Yu Dai 0002 Fangyijie Wang Guénolé C. M. Silvestre Kathleen M. Curran Hongkun Sun Jing Xu Pengzhou Cai Lu Jiang Libin Lan Dong Ni 0001 Mei Zhong Gaowen Chen Víctor M. Campello Yaosheng Lu Karim Lekadir PSFHS Challenge Report: Pubic Symphysis and Fetal Head Segmentation from Intrapartum Ultrasound Images. 2024 abs/2409.10980 CoRR https://doi.org/10.48550/arXiv.2409.10980 db/journals/corr/corr2409.html#abs-2409-10980 streams/journals/corr

Pengzhou Cai Xueyuan Zhang Libin Lan Ze Zhao Cross-Organ and Cross-Scanner Adenocarcinoma Segmentation using Rein to Fine-tune Vision Foundation Models. 2024 abs/2409.11752 CoRR https://doi.org/10.48550/arXiv.2409.11752 db/journals/corr/corr2409.html#abs-2409-11752 streams/journals/corr

Pengzhou Cai Lu Jiang Yanxin Li Xiaojuan Liu Libin Lan Pubic Symphysis-Fetal Head Segmentation Network Using BiFormer Attention Mechanism and Multipath Dilated Convolution. 2024 abs/2410.10352 CoRR https://doi.org/10.48550/arXiv.2410.10352 db/journals/corr/corr2410.html#abs-2410-10352 streams/journals/corr

Pengzhou Cai Jiang Lu Yanxin Li Libin Lan Pubic Symphysis-Fetal Head Segmentation Using Pure Transformer with Bi-level Routing Attention. 2023 abs/2310.00289 CoRR https://doi.org/10.48550/arXiv.2310.00289 db/journals/corr/corr2310.html#abs-2310-00289

Chao Liao Chengliang Wang Jianying Bai Libin Lan Xing Wu Deep learning for registration of region of interest in consecutive wireless capsule endoscopy frames. 106189 2021 208 Comput. Methods Programs Biomed. https://doi.org/10.1016/j.cmpb.2021.106189 https://www.wikidata.org/entity/Q113320795 db/journals/cmpb/cmpb208.html#LiaoWBLW21

Libin Lan Chunxiao Ye Recurrent generative adversarial networks for unsupervised WCE video summarization. 106971 2021 222 Knowl. Based Syst. https://doi.org/10.1016/j.knosys.2021.106971 db/journals/kbs/kbs222.html#LanY21

Libin Lan Chunxiao Ye Chengliang Wang Shangbo Zhou Deep Convolutional Neural Networks for WCE Abnormality Detection: CNN Architecture, Region Proposal and Transfer Learning. 30017-30032 2019 7 IEEE Access https://doi.org/10.1109/ACCESS.2019.2901568 https://www.wikidata.org/entity/Q128384257 db/journals/access/access7.html#LanYWZ19

Arsen Abzhanov Valentin Bacher Jianying Bai Jieyun Bai Ujjwal Baid Benard Ohene BotweBenard Ohene-Botwe Katarzyna Bozek Pengzhou Cai Tom Weidong CaiWeidong Cai 0001 Victor M. Campello Víctor M. Campello Quan Huu Cap Gaowen Chen Gongping Chen Sung-Liang Chen Yujia Chen Xinping Cheng Jillian Clarke Kathleen M. Curran Yu Dai 0002 Dev Kumar Das Ruining Deng Yian Deng Gunjan Deotale Nicola K. Dinsdale Anghong Du Baolin Du Mark Eid Marawan Elbatel Jianan Fan Xin Feng Maximilian Fischer Adrian Galdran Jie Gan Carlos Perez de Arenaza Garcia Panjie Gou Junlin Guo Zhenyan Han Bingdou He Zhongshi He David Ribalta Heredia Hongying Hou Xuege Hou Wei Hu Zicheng Hu Nannan Huang Yuxin Huang Yuankai Huo Shubham Innani Lu Jiang Weili Jiang Hoda Kalabizadeh Kaura Solomon Kefas Isaac Khobo Gregor Koehler Gregor Köhler Lars Kramer Amit Kumar Bennett A. Landman Geongyu Lee Joonho Lee Karim Lekadir Hongxing Li 0001 Jiankai Li Shuo Li 0001 Wangkai Li Xiaomeng Li 0001 Yanxin Li Yihao Li Yongjie Li Yongmei Li Zhaoyang Li Zhuonan Liang Chao Liao Hongxing Lin Nana Liu Xiaojuan Liu Jiang Lu Siqi Lu Yaosheng Lu Gongning Luo Xin Luo Klaus Maier-Hein Klaus H. Maier-Hein Robert Martí Lisa Mcguire Noémie Moreau Ana I. L. Namburete Salem Muhsin Ali Binqahal Al Nasim Mai Tuyet Nhi Dong Ni 0001 Zhanhong Ou Inyoung Paik Di Qiu Yaoyang Qiu Jayroop Ramesh Christian Rupprecht 0001 Numan Saeed Maria Sanchez Sanchez Assanali Serikbey Wenda Shen Guénolé C. M. Silvestre Saad Slimani Jacqueline Spurway Raphael Stock Rapheal Stock Hongkun Sun Cong Tan Yitong Tang Yubo Tang Yucheng Tang Helena Sanchez Ulloa Hui Wan Chengliang Wang Fangyijie Wang Shengjin Wang Shiye Wang Tao Wang Xiaowen Wang Yu Wang Xing Wu Zeyuan Wu Madeleine K. Wyburd Zunhui Xia Zunhui Xian Juming Xiong Jing Xu Shuoyu Xu Haichun Yang Tianyuan Yao Mohammad Yaqub Chunxiao Ye Pak-Hei Yeung Mengmeng Yin Lining Yu Tianshu Yu 0001 Tianshu Yu 0002 Wangwang Yu Jianxun Zhang Jianxun Zhang 0002 Le Zhang Philippe Zhang Wenfeng Zhang Xueyuan Zhang Yudong Zhang Lei Zhao 0013 Shilin Zhao Ze Zhao Zheng Zheng Mei Zhong Juan Zhou Shangbo Zhou Zihao Zhou Xiaofei Zhu