A hybrid transformer network with residual-like connections for medical image segmentation.

Huimin Lu Huimin Lu 0001 Kyushu Institute of Technology, Kitakyushu, Japan https://orcid.org/0000-0001-9794-3221 https://www.wikidata.org/entity/Q57797754 https://zbmath.org/authors/?q=ai:lu.huimin Huimin Lu 0002 National University of Defense Technology, Changsha, China https://orcid.org/0000-0002-6375-581X Huimin Lu 0003 University of Science and Technology Beijing, Beijing, China https://orcid.org/0000-0001-5053-5036 Huimin Lu 0004 Changchun University of Technology, Changchun, China https://orcid.org/0000-0002-3786-2363 Huimin Lu 0005 Dalian Maritime University, Dalian, China https://orcid.org/0000-0003-0237-9344 Huimin Lu 0006 Xi'an Jiaotong University, Xi'an, China Huimin Lu 0007 Qingdao University, Qingdao, China Huimin Lu 0008 Southeast University, Nanjing, China Huimin Lu 0009 Ningbo University, College of Science and Technology, China Huimin Lu 0010 Affiliated Hospital of Nanjing University Medical School, Department of Critical Care Medicine, China Chinese Academy of Sciences, Paul C. Lauterbur Research Center for Biomedical Imaging, China https://orcid.org/0000-0003-3638-2963

Yuncong Feng Bo Sun 0011 Xiaoli Zhang 0001 Xiaotang Zhou Guishen Wang Huimin Lu A hybrid transformer network with residual-like connections for medical image segmentation. 114452 2026 189 Appl. Soft Comput. https://doi.org/10.1016/j.asoc.2025.114452 db/journals/asc/asc189.html#FengSZZWL26 streams/journals/asc

Jun Liu Hengfeng Shi Huimin Lu Fei Wang Ming Chen Mengxiao Liu Qing Yang Juan Zhu Yinfeng Qian Non-Gaussian diffusion MRI using CTRW and FROC models for early treatment response assessment in nasopharyngeal carcinoma. 2026 December 101 26 BMC Medical Imaging 1 https://doi.org/10.1186/s12880-026-02171-z db/journals/bmcmi/bmcmi26.html#LiuSLWCLYZQ26 streams/journals/bmcmi

Juntao Hu Hong Huang 0005 Kuan Liu Huimin Lu Bingyi Liu Dapeng Wu 0001 AquaFed: Ascending Quantized Federated Learning on Heterogeneous Devices. 2026 April - June 1069-1082 14 IEEE Trans. Cloud Comput. 2 https://doi.org/10.1109/TCC.2026.3680955 db/journals/tcc/tcc14.html#HuHLLLW26 streams/journals/tcc

Kai Wen Huimin Lu Mingze Zhang Yuxin Xie Yikai Wang Junyi Guo Multi-view Fusion Resolves Gradient Conflict in Joint Classification-Metric Embedding Learning. ICIC (16) 2026 65-76 conf/icic/2026-16 https://doi.org/10.1007/978-981-92-3447-9_6 db/conf/icic/icic2026-16.html#WenLZXWG26 streams/conf/icic Wensheng Wang Bojun Li Jianwei Guo Huimin Lu A Multi-dimensional Collaborative Perception-Driven Layered LoRA Stage Training Strategy. ICIC (10) 2026 420-431 conf/icic/2026-10 https://doi.org/10.1007/978-981-92-3420-2_36 db/conf/icic/icic2026-10.html#WangLGL26 streams/conf/icic Mengran Tang Yuxin Xie Qingxin Zhao Bojun Li Huimin Lu Zexing Zhang DSHENet: Dual-Stream Hybrid Encoding with Progressive Consistency Co-Training for Semi-Supervised Medical Image Segmentation. ICIC (21) 2026 428-439 conf/icic/2026-21 https://doi.org/10.1007/978-981-92-3513-1_35 db/conf/icic/icic2026-21.html#TangXZLLZ26 streams/conf/icic Bojun Li Mengran Tang Wensheng Wang Yongqi Ren Huimin Lu BMS-CANet: A Balanced Multi-Scale Dual-Branch Collaborative Attention Network for Diabetic Retinopathy Grading. ICIC (17) 2026 430-441 conf/icic/2026-17 https://doi.org/10.1007/978-981-92-3501-8_36 db/conf/icic/icic2026-17.html#LiTWRL26 streams/conf/icic Ziqi Wang Huimin Lu MSTrack: Mamba-based Spatio-Temporal Framework with Linear Complexity for Efficient Single Object Tracking. IWCMC 2026 526-531 conf/iwcmc/2026 https://doi.org/10.1109/IWCMC69287.2026.11579908 db/conf/iwcmc/iwcmc2026.html#WangL26 streams/conf/iwcmc

Hongyu Li Kuan Liu Yuan Chen Juntao Hu Huimin Lu Guanjie Chen Xue Liu Guangming Lu Hong Huang 0005 Exploring the AI Obedience: Why is Generating a Pure Color Image Harder than CyberPunk? 2026 March abs/2603.00166 CoRR https://doi.org/10.48550/arXiv.2603.00166 db/journals/corr/corr2603.html#abs-2603-00166 streams/journals/corr

Yantong Wei Kaihong Huang Hainan Pan Jiawei Luo Jiawei Zhou Ziyan Mai Zhiwen Zeng Yaonan Wang Huimin Lu SPRINT: Efficient Spectral Priors for Humanoid Athletic Sprints. 2026 May abs/2605.28549 CoRR https://doi.org/10.48550/arXiv.2605.28549 db/journals/corr/corr2605.html#abs-2605-28549 streams/journals/corr

Hongde Song Meng Yuan Zhixi Li Meijia Wang Mengfan Xu Haishan Lin Huimin Lu Hui Zhan Ting Luan Caifang Guo Hong Fan Kai Zhang 0076 Haifeng Wang Automatic clear cell renal cell carcinoma grading framework using histopathological images via artificial intelligence: a benchmarking study. 2025 19 BioData Min. 1 https://doi.org/10.1186/s13040-026-00524-6 db/journals/biodatamining/biodatamining19.html#SongYLWXLLZLGFZW25 streams/journals/biodatamining

Huimin Lu Yilong Wang Heming Bing Shuying Wang Niya Li Efficient regularized estimation of graphical proportional hazards model with interval-censored data. 108178 2025 209 Comput. Stat. Data Anal. https://doi.org/10.1016/j.csda.2025.108178 db/journals/csda/csda209.html#LuWBWL25 streams/journals/csda

Huimin Lu Masaru Isonuma Junichiro Mori Ichiro Sakata UniDetox: Universal Detoxification of Large Language Models via Dataset Distillation. 2025 ICLR https://openreview.net/forum?id=eLLBILFRsA conf/iclr/2025 db/conf/iclr/iclr2025.html#LuIMS25

Huimin Lu Masaru Isonuma Junichiro Mori Ichiro Sakata UniDetox: Universal Detoxification of Large Language Models via Dataset Distillation. 2025 April abs/2504.20500 CoRR https://doi.org/10.48550/arXiv.2504.20500 db/journals/corr/corr2504.html#abs-2504-20500 streams/journals/corr

Yuncong Feng Xiaoyan Zhu Xiaoli Zhang 0001 Yang Li Huimin Lu PAMSNet: A medical image segmentation network based on spatial pyramid and attention mechanism. 106285 2024 94 Biomed. Signal Process. Control. https://doi.org/10.1016/j.bspc.2024.106285 db/journals/bspc/bspc94.html#FengZZLL24

Weiyu Hao Jingyi Wang Huimin Lu A Real-Time Semantic Segmentation Method Based on Transformer for Autonomous Driving. 2024 4419-4433 81 Comput. Mater. Continua 3 https://doi.org/10.32604/cmc.2024.055478 db/journals/cmc/cmc81.html#HaoWL24 streams/journals/cmc

Mengxi Xu Xiaobin Wu Zhizhong Ma Ruili Wang 0001 Huimin Lu Temporal context-aware motion-saliency detection. 2024 33 J. Electronic Imaging 1 https://doi.org/10.1117/1.jei.33.1.013031 https://www.wikidata.org/entity/Q128975999 db/journals/jei/jei33.html#XuWMWL24

Guizeng Wang Huimin Lu Niya Li Han Xue Pengcheng Sang Kfd-net: a knowledge fusion decision method for post-processing brain glioma MRI segmentation. 127 2024 December 27 Pattern Anal. Appl. 4 https://doi.org/10.1007/s10044-024-01343-3 db/journals/paa/paa27.html#WangLLXS24 streams/journals/paa

Huimin Lu Masaru Isonuma Junichiro Mori Ichiro Sakata Towards Transfer Unlearning: Empirical Evidence of Cross-Domain Bias Mitigation. 2024 abs/2407.16951 CoRR https://doi.org/10.48550/arXiv.2407.16951 db/journals/corr/corr2407.html#abs-2407-16951 streams/journals/corr

Peng Liu Pengming Zhu Zhiwen Zeng Xuekai Qiu Yu Wang Huimin Lu SPF-EMPC Planner: A real-time multi-robot trajectory planner for complex environments with uncertainties. 2024 abs/2410.13573 CoRR https://doi.org/10.48550/arXiv.2410.13573 db/journals/corr/corr2410.html#abs-2410-13573 streams/journals/corr

Amit Kumar Singh Stefano Berretti Huimin Lu Guest Editorial: Advanced information hiding techniques for industrial applications. 4635-4638 2023 14 J. Ambient Intell. Humaniz. Comput. 5 https://doi.org/10.1007/s12652-023-04616-7 db/journals/jaihc/jaihc14.html#SinghBL23

Huilin Jiang Haifeng Mao Huimin Lu Peiyi Lin Wei Garry Huijing Lu Guangqian Yang Timothy Hudson Rainer Xiaohui Chen Machine learning-based models to support decision-making in emergency department triage for patients with suspected cardiovascular disease. 104326 2021 145 Int. J. Medical Informatics https://doi.org/10.1016/j.ijmedinf.2020.104326 https://www.wikidata.org/entity/Q102072423 db/journals/ijmi/ijmi145.html#JiangMLLGLYRC21

Yibo Xu Jiongming Su Fengtao Xiang Ce Guo Haoran Ren Huimin Lu Deep Convolutional Neural Network Transfer Learning Optimization Based on Visual Interpretation. 527-532 2021 RCAR https://doi.org/10.1109/RCAR52367.2021.9517519 conf/rcar/2021 db/conf/rcar/rcar2021.html#XuSXGRL21

Jiawei Luo 0002 Lan Lan 0003 Li Peng Mengjiao Li Huimin Lu Dujiang Yang Xiaoyan Yang Xiaobo Zhou 0005 Predicting Timing of Surgical Intervention Using Recurrent Neural Network for Necrotizing Pancreatitis. 207905-207913 2020 8 IEEE Access https://doi.org/10.1109/ACCESS.2020.3038318 db/journals/access/access8.html#LuoLPLLYYZ20

Huimin Lu Cognitive Internet of Things: Frameworks, Tools and Applications Cognitive Internet of Things Springer 2020 Studies in Computational Intelligence 810 978-3-030-04945-4 978-3-030-04946-1 https://doi.org/10.1007/978-3-030-04946-1 db/series/sci/sci810.html Lin Feng 0001 Huimin Lu Shenglan Liu 0001 Guochao Liu Sen Luo Automatic Feature Learning for MOOC Forum Thread Classification. 65-70 2018 ICBDC https://doi.org/10.1145/3220199.3220201 conf/icbdc/2018 db/conf/icbdc/icbdc2018.html#0001LLLL18

Xiaozhou Zhu Xin Song Xiaoqian Chen Yuzhu Bai Huimin Lu Size Aware Correlation Filter Tracking with Adaptive Aspect Ratio Estimation. 805-825 2017 11 KSII Trans. Internet Inf. Syst. 2 https://doi.org/10.3837/tiis.2017.02.010 db/journals/itiis/itiis11.html#ZhuSCBL17

Huimin Lu Baofeng Guo Juntao Liu Xijun Yan A shadow removal method for tesseract text recognition. 1-5 2017 CISP-BMEI https://doi.org/10.1109/CISP-BMEI.2017.8301946 conf/bmei/2017 db/conf/bmei/bmei2017.html#LuGLY17

Xiaozhou Zhu Xin Song Xiaoqian Chen Huimin Lu Unsupervised Single Moving Object Detection Based on Coarse-to-Fine Segmentation. 2669-2688 2016 10 KSII Trans. Internet Inf. Syst. 6 https://doi.org/10.3837/tiis.2016.06.012 db/journals/itiis/itiis10.html#ZhuSCL16

Qingqing Han Huimin Lu Performance Improvement of Visible Light Communication System Using Reed-Solomon Code. 822-825 2015 UIC/ATC/ScalCom https://doi.org/10.1109/UIC-ATC-ScalCom-CBDCom-IoP.2015.161 https://doi.ieeecomputersociety.org/10.1109/UIC-ATC-ScalCom-CBDCom-IoP.2015.161 conf/uic/2015 db/conf/uic/uic2015.html#HanL15

Liang Hu 0001 Jingyan Jiang Jin Zhou 0012 Kuo Zhao Liang Chen Huimin Lu Environment Observation System based on Semantics in the Internet of Things. 2721-2727 2013 8 J. Networks 12 https://doi.org/10.4304/jnw.8.12.2721-2727 db/journals/jnw/jnw8.html#HuJZZCL13

Huimin Lu Liang Hu 0001 Gang Liu Study on Visual Knowledge Structure Reasoning. 783-790 2011 6 J. Softw. 5 https://doi.org/10.4304/jsw.6.5.783-790 http://www.jsoftware.us/show-100-1523-1.html db/journals/jsw/jsw6.html#LuHL11

Guangzheng Li Huimin Lu Tao Wang Modeling knowledge logical organization with Intelligent Topic Map. 1-5 2010 ICIS https://doi.org/10.1109/ICICIS.2010.5534698 conf/interaction/2010 db/conf/interaction/interaction2010.html#LiLW10

Huimin Lu Xiuchun Wang Shouzhong Liu Meide Shi Aike Guo The possible mechanism underlying visual anti-camouflage: a model and its real-time simulation. 314-318 1999 29 IEEE Trans. Syst. Man Cybern. Part A 3 db/journals/tsmc/tsmca29.html#LuWLSG99 https://doi.org/10.1109/3468.759290

Yuzhu Bai Stefano Berretti Heming Bing Guanjie Chen Liang Chen Ming Chen Xiaohui Chen Xiaoqian Chen Yuan Chen Hong Fan Lin Feng 0001 Yuncong Feng Wei Garry Aike Guo Baofeng Guo Caifang Guo Ce Guo Jianwei Guo Junyi Guo Qingqing Han Weiyu Hao Juntao Hu Liang Hu 0001 Hong Huang 0005 Kaihong Huang Masaru Isonuma Huilin Jiang Jingyan Jiang Lan Lan 0003 Bojun Li Guangzheng Li Hongyu Li Mengjiao Li Niya Li Yang Li Zhixi Li Haishan Lin Peiyi Lin Bingyi Liu Gang Liu Guochao Liu Jun Liu Juntao Liu Kuan Liu Mengxiao Liu Peng Liu Shenglan Liu 0001 Shouzhong Liu Xue Liu Guangming Lu Huijing Lu Ting Luan Jiawei Luo Jiawei Luo 0002 Sen Luo Zhizhong Ma Ziyan Mai Haifeng Mao Yuan MengMeng Yuan Junichiro Mori Hainan Pan Li Peng Yinfeng Qian Xuekai Qiu Timothy Hudson Rainer Haoran Ren Yongqi Ren Ichiro Sakata Pengcheng Sang Hengfeng Shi Meide Shi Amit Kumar Singh Hongde Song Xin Song Jiongming Su Bo Sun 0011 Mengran Tang Fei Wang Guishen Wang Guizeng Wang Haifeng Wang Jingyi Wang Meijia Wang Ruili Wang 0001 Shuying Wang Tao Wang Wensheng Wang Xiuchun Wang Yaonan Wang Yikai Wang Yilong Wang Yu Wang Ziqi Wang Yantong Wei Kai Wen Dapeng Oliver WuDapeng Wu 0001 Xiaobin Wu Fengtao Xiang Yuxin Xie Mengfan Xu Mengxi Xu Yibo Xu Han Xue Xijun Yan Dujiang Yang Guangqian Yang Qing Yang Xiaoyan Yang Zhiwen Zeng Hui Zhan Kai Zhang 0076 Mingze Zhang Xiaoli Zhang 0001 Zexing Zhang Kuo Zhao Qingxin Zhao Jiawei Zhou Jin Zhou 0012 Xiaobo Zhou 0005 Xiaotang Zhou Juan Zhu Pengming Zhu Xiaoyan Zhu Xiaozhou Zhu