个人简介
张敬华，河海大学计算机与软件工程学院讲师，博士毕业于国防科技大学控制科学与工程专业。长期从事计算机视觉与人工智能领域的研究，研究方向涵盖增量学习、小样本学习、医学图像处理以及遥感图像处理等。近五年来，已在国际权威期刊和会议上发表学术论文30余篇，其中包括ESI热点论文1篇、ESI高被引论文2篇，谷歌学术总引用次数超过1300次，研究成果发表于IEEE TPAMI、IEEE TNNLS、IEEE JBHI、Pattern Recognition等高水平学术期刊。现任中科院二区SCI期刊Frontiers in Microbiology客座编委，并长期担任CVPR、IJCV、IEEE TNNLS、IEEE TMM、IEEE TGRS、IEEE TCSVT、IEEE TCDS、IEEE JBHI等30余种重要期刊和会议的审稿人。 English Page： https://zhang-jinghua.github.io/
个人资料
- 出生年月： 1996-05-12 00:00:00.0
- 学历： 博士研究生毕业
- 毕业院校： 国防科技大学
教育经历
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2018.09-2021.07,东北大学,生物医学工程,硕士
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2022.11-2024.10,芬兰奥卢大学,计算机科学与技术,联合培养
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2021.09-2025.06,国防科技大学,控制科学与工程,博士
研究领域
长期从事计算机视觉与人工智能领域的研究，研究方向涵盖增量学习、小样本学习、医学图像处理以及遥感图像处理等
科研项目
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1、人工智能安全防御及评估技术 国家重点研发计划 2021YFB3100800 300万 参与
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2、无人机XXXXXXXXXXXXXXXXXXXXXXXXXX技术 军委科技委XXX项目 100万 参与
论文
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1、Jinghua Zhang, Li Liu, Olli Silvén, Matti Pietikäinen, and Dewen Hu: Few-shot Class-incremental Learning for Classification and Object Detection: A Survey, IEEE Transactions on Pattern Analysis and Machine Intelligence, 2025, 47(4), 2924-2945
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2、Jinghua Zhang, Li Liu, Kai Gao, and Dewen Hu: A Forward and Backward Compatible Framework for Few-shot Class-incremental Pill Recognition, IEEE Transactions on Neural Networks and Learning Systems, 2025, 36(6), 9837 - 9851
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3、Jinghua Zhang, Chen Li, Marco Cristani, Hongzan Sun, Marcin Grzegorzek, and Huiling Chen: WP-FSCIL: A Well-Prepared Few-shot Class-incremental Learning Framework for Pill Recognition, IEEE Journal of Biomedical and Health Informatics, 2025, Early access
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4、Jinghua Zhang, Peng Zhao, Yongkun Zhao, Chen Li, and Dewen Hu: Few-shot Class-incremental Learning for Retinal Disease Recognition, IEEE Journal of Biomedical and Health Informatics, 2024, Early access
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5、Jinghua Zhang, Chen Li, Sergey Kosov, Marcin Grzegorzek, Kimiaki Shirahama, Tao Jiang, Changhao Sun, Zihan Li, and Hong Li: LCU-Net: A Novel Low-cost U-Net for Environmental Microorganism Image Segmentation, Pattern Recognition, 2021,115: 107885
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6、Jinghua Zhang, Chen Li, Yimin Yin, Jiawei Zhang, and Marcin Grzegorzek: Applications of artificial neural networks in microorganism image analysis: a comprehensive review from conventional multilayer perceptron to popular convolutional neural network and potential visual transformer, Artificial Intelligence Review, 2023, 56(2), 1013-1070
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7、Jinghua Zhang, Chen Li, Frank Kulwa, Xin Zhao, Changhao Sun, Zihan Li, Tao Jiang, Hong Li, and Shouliang Qi: A Multiscale CNN-CRF Framework for Environmental Microorganism Image Segmentation, BioMed Research International, 2020, 4621403
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8、Haoyang Jiang, Yimin Yin, Jinghua Zhang (通讯作者), Wanxia Deng, and Chen Li: Deep learning for liver cancer histopathology image analysis: A comprehensive survey, Engineering Applications of Artificial Intelligence, 2024, 133: 108436
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9、Yimin Yin, Renye Zhang, Pengfei Liu, Wanxia Deng, Siliang He, Chen Li, and Jinghua Zhang (通讯作者): Artificial Neural Networks for Finger Vein Recognition: A Survey, Engineering Applications of Artificial Intelligence, 2025, 150: 110586
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10、Yimin Yin, Siliang He, Renye Zhang, Hongli Chang, and Jinghua Zhang (通讯作者): Deep learning for iris recognition: a review, Neural Computing and Applications, 2025, 37, 11125–11173
科技成果
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1、一种多尺度串行的卷积深度学习显微图像分割方法,ZL201910533172.8,李晨，张敬华，李宏,发明专利,已授权
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2、结构化平面物体识别模型训练及识别方法,202310381173.1,胡德文，张敬华，刘丽,发明专利,已受理
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3、结构化平面物体识别模型训练及识别方法、电子设备,202310389606.8,胡德文，张敬华，高凯，刘丽,发明专利,已受理
社会职务
杂志编辑: Frontiers in Microbiology (Guest Associate Editor) 会议主席: MVIPIT 2025 杂志审稿人: IEEE: IEEE Transactions on Neural Networks and Learning Systems, IEEE Transactions on Multimedia, IEEE Transactions on Geoscience and Remote Sensing, IEEE Transactions on Circuits and Systems for Video Technology, IEEE Transactions on Cognitive and Developmental Systems, IEEE Journal of Biomedical and Health Informatics, IEEE Access, IEEE Geoscience and Remote Sensing Letters Elsevier: Pattern Recognition, Pattern Recognition Letters, Computers in Biology and Medicine, Engineering Applications of Artificial Intelligence, Intelligent Medicine, Neurocomputing, Computers and Electrical Engineering, Image and Vision Computing, Biomedical Technology, Expert Systems With Applications Springer: International Journal of Computer Vision, Artificial Intelligence Review, Neural Computing and Applications, The Visual Computer, Evolving Systems Others: Frontiers in Artificial Intelligence, Frontiers in Microbiology, Frontiers in Human Neuroscience, Frontiers in Psychiatry, BioMed Research International, Computational and Mathematical Methods in Medicine, Computational Intelligence and Neuroscience, Mathematical Biosciences and Engineering, CMES-Computer Modeling in Engineering and Sciences, Biomedical Engineering / Biomedizinische Technik, International Journal of Biomedical Imaging
会议审稿人: CVPR, IJCNN
荣誉及奖励
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1、东北大学优秀硕士学位论文,2021
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2、辽宁省优秀学位论文,2022
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3、国家留学基金委公派留学奖学金,2022
招生信息
欢迎具有计算机科学与技术、软件工程、人工智能等相关专业背景的本科生和研究生加入本团队。希望你具备良好的英文读写能力，品行端正，身心健康，思维开阔，富有创新意识。实验室拥有充足的计算资源，可为科研工作提供有力支持。 邮箱：jinghua.zhang@hhu.edu.cn 手机号（微信）：18840628890
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