
陈昭
女 副教授 计算机软件与理论系
硕士生导师,博士生副导师
个人简介:
本人于2007年毕业于上海市第三女子中学,2011年获复旦大学电子信息科学与技术专业理学学士学位,同年保送直博,2016年获复旦大学电路与系统专业理学博士学位,同年入职yl88858永利中国计算机科学与技术学院,2023-2024年为英国华威大学计算机科学学院访问学者。从事图像与智能、AI for Science研究,跨遥感、医学等多个领域,承担数个省部级以上项目,入选上海市教育发展基金会“晨光计划”,在国内外期刊、会议发表近50篇论文,担任IEEE GRSM, IEEE TGRS, IEEE JSTARS, IEEE GRSL, IEEE TMI, IEEE JBHI以及《中国科学》等权威期刊审稿人,在IGARSS,全国成像光谱对地观测学术研讨会、中国大地测量和地球物理学学术大会、全国中尺度气象学研讨会等国内外学术会议担任报告人或分会主持人。
研究方向:
图像分析理论与方法(遥感、医学、纤维、自然图像等)
机器学习与模式识别(深度学习、张量分析、分类、分割、回归等)
人工智能算法在科学领域的应用(地物检测、台风预报、肿瘤细胞识别、结直肠癌诊断等)
人工智能Agent开发与应用(生物细胞检测系统等)
*欢迎品行端正、积极进取、勤学好问、对科学和技术有浓厚兴趣的同学加入我的课题组
指导学生竞赛与获奖:
2025年国家奖学金 赵亚东
2024年上海市图像图形学学会优秀硕士学位论文奖 吴浩楠
2023年国家奖学金 吴浩楠
2023年国家大学生创新创业训练项目 刘宇轩(负责人)
讲授课程:
人工智能(本)、机器学习(本)、专业英语(本)
矩阵论与最优化(研),机器学习基础(留学研究生,全英文)
近期主持或参与的科研项目:
1. 国家自然科学基金青年项目(名称:基于正则化张量表达模型的时变高光谱遥感图像变化检测研究,编号:61702094,主持)
2. 上海市教育委员会 上海市教育发展基金会“晨光计划”(名称:基于弱监督学习网络的数字病理切片智能分析,编号:18CG38,主持)
3. 上海市科学技术委员会“扬帆计划”(名称:基于低秩稀疏表达的时变高光谱图像变化检测,编号:17YF1427400,主持)
4. yl88858永利中国励志计划前沿方向创新团队(名称:肿瘤医学图像高效判读的理论和方法研究,编号:LZB2025003,主持)
4. 中央高校基本科研业务费专项资金项目(名称:基于张量分析的时变高光谱图像变化检测,编号:17D111206,主持)
5. 全天时反演云产品测试(委托单位:复旦大学,主持)
6. 有机小分子合成路线的智能设计与查询系统开发(企业委托,主持)
7. 病理大数据分析—数字病理图像智能分析(企业委托,主持)
8. 基于深度学习的台风定强算法的研究与开发(委托单位:上海市气象科学研究所,主持)
9. 国家重点研发计划项目子课题(名称:全流程印染过程数字化控制技术研究与应用示范,编号:2017YFB0309805,参与)
10. 上海市自然科学基金项目(名称:河口海岸复杂水体遥感图像的非线性光谱解混方法研究,编号:23ZR1402400,参与)
11. 化合物产品数据的智能分析与查询系统开发(企业委托,参与)
近几年的论著、专利(部分):
遥感图像分析(*表示通讯作者):
1. Yadong Zhao (co-first author), Haonan Wu (co-first author), Zhao Chen*,Self-Supervised Network Compression based on Quantum Mutual Information for Fast Change Detection. Knowledge-Based Systems, 2025 (SCI中科院一区, Top).
2. Cong Wang, Zhao Chen*,Fayyaz Minhas. Physics-Informed Learning for Tropical Cyclone Intensity Prediction. IEEE Transactions on Geoscience and Remote Sensing, 2024 (SCI中科院一区, Top).
3. Haonan Wu, Zhao Chen*. Self-Supervised Change Detection With Nonlocal Tensor Train and Subpixel Signature Guidance. IEEE Transactions on Geoscience and Remote Sensing, 2023 (SCI中科院一区, Top).
4. Zhao Chen*, Xingxing Yu. A Novel Tensor Network for Tropical Cyclone Intensity Estimation. IEEE Transactions on Geoscience and Remote Sensing, 2021 (SCI中科院一区, Top).
5. Zhao Chen, Bin Wang*. Spectral-Spatial Classification for Hyperspectral Imagery: a Novel Combination Method based on Affinity Scoring. Science China-Information Sciences, 2016 (SCI中科院一区, Top).
6. Yahui Xiu, Fuyin Ye, Zhao Chen*, Yuxuan Liu. Hybrid Tensor Networks for Fully Supervised and Semi-Supervised Hyperspectral Image Classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2023 (SCI中科院二区).
7. Bin Yang, Zhao Chen*, Bin Wang. Nonlinear Endmember Identification for Hyperspectral Imagery via Hyperpath-based Simplex Growing and Fuzzy Assessment. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2020 (SCI中科院二区).
8. Yadong Zhao, Zhao Chen*,A Weakly Suppervised Network for Coarse-to-Fine Change Detection in Hyperspectral Images. Remote Sensing, 2025 (SCI中科院二区).
9. Zhao Chen*, Bin Wang. Spectrally-Spatially Regularized Low-Rank and Sparse Decomposition: A Novel Method for Change Detection in Multitemporal Hyperspectral Images. Remote Sensing, 2017 (SCI中科院二区).
10. Muhammad Sohail, Zhao Chen*, Bin Yang, Guohua Liu. Multiscale spectral-spatial feature learning for hyperspectral image classification. Displays, 2022 (SCI中科院二区).
11. Cong Wang, Yahui Xiu, Zhao Chen*. Cyclone Intensity Prediction via Multispectral Image Sharpening. IEEE Geoscience and Remote Sensing Letters, 2024 (SCI中科院三区).
12. Yahui Xiu (co-first author), Liangzhu Li (co-first author), Chuang Li, Zhao Chen*. Multimodal Data Fusion by Temporal Tensor Networks for Tropical Cyclone Intensity Prediction. Tropical Cyclone Research and Review, 2025 (SCI中科院四区).
13. Zhao Chen, Bin Wang*. Spectral-Spatial Classification based on Affinity Scoring for Hyperspectral Imagery. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2016 (SCI中科院三区).
14. Zhao Chen, Bin Wang*. Semisupervised Spectral-Spatial Classification of Hyperspectral Imagery with Affinity Scoring. IEEE Geoscience and Remote Sensing Letters, 2015 (SCI中科院三区).
15.Zhao Chen, Hanye Pu, Bin Wang*, Geng-Ming Jiang. Fusion of Hyperspectral and Multispectral Images: a Novel Framework based on Generalization of Pan-Sharpening Methods. IEEE Geoscience and Remote Sensing Letters, 2014 (SCI中科院三区).
16. Zhao Chen*, Feng Zhou. Multitemporal Hyperspectral Image Change Detection by Joint Affinity and Convolutional Neural Networks. The 10th International Workshop on the Analysis of Multitemporal Remote Sensing Images (MultiTemp), 2019.
医学图像分析(*表示通讯作者):
1. Yating Guo (co-first author), Jinhao Chen (co-first author), Zhao Chen*, Qingguo Wang, Yuan Li, Nasir M. Rajpoot. Accurate Continual Nuclei Detection by Deciphering Unlabeled Images and Renewing Class Knowledge. Expert Systems with Applications, 2025 (SCI中科院一区, Top).
2. Qian Wang, Zhao Chen*. Parallel Wavelet Networks Incorporating Modality Adaptation for Hyperspectral Image Super-Resolution. Expert Systems with Applications, 2023 (SCI中科院一区, Top).
3. Zhe Chen, Zhao Chen*, Jingxin Liu, Qiang Zheng, Yuang Zhu, Yanfei Zuo, Zhaoyu Wang, Xiaosong Guan, Yue Wang, Yuan Li. Histopathology Image Segmentation with Sparse Point Annotations. IEEE Journal of Biomedical and Health Informatics, 2021 (SCI中科院一区, Top).
4. Qinghua Zhang, Zhao Chen*. Weakly Supervised Segmentation by Tensor Graph Learning for Whole Slide Images. MICCAI 2022 (顶级会议, CCF B).
5. Hao Sun, Danqi Guo, Zhao Chen*. Mixed-Supervised Learning for Cell Classification. Sensors, 2025 (SCI中科院三区).
6. Jinhao Chen, Yuang Zhu, Zhao Chen*. Graph-Embedded Online Learning for Cell Detection and Tumour Proportion Score Estimation. Electronics, 2022 (SCI中科院三区).
7. Jinhao Chen, Zhao Chen*. Tensor Decomposition Based Networks for Nuclei Segmentation and Classification. Electronics Letters, 2022 (SCI中科院四区).
8. 沈熠婷,陈昭*,张清华,陈锦豪,王庆国. 全监督和弱监督图网络的病理图像分割. 中国图象图形学报, 2024 (中文核心,计算领域高质量科技期刊分级T2).
9. Zhao Chen, Danqi Guo, Qian Wang*, Yiting Shen, Qingguo Wang. Systematic PD-L1 slide analysis based on multi-objective learning. JOURNAL OF DONGHUA UNIVERSITY (ENGLISH EDITION), 2024. (入选上海市科技期刊最美封面论文)
10. Hao Sun, Zhao Chen*. Be practical: a Label-Saving Continual Learning Method for Segmentation Whole-Slide Streams. IEEE BIBM 2025 Workshops (CCF C).
11. Xinjin Zhang, Zhao Chen*, Qian Wang, Qinguo Wang. Colorectal Cancer Segmentation and T-Stage Prediction on a New Rectal Tumor Dataset. 2024 International Congress on Image and Signal Processing, BioMedical Engineering and Informatics.
12. Qian Wang, Zhao Chen*. A Histology-Informed Network for White Blood Cell Recognition at Subpixel Level. 28th UK Conference on Medical Image Understanding and Analysis – MIUA 2024.
13. Qian Wang, Zhao Chen*. A Deep Wavelet Network for High-Resolution Microscopy Hyperspectral Image Reconstruction. ECCV 2022 Workshops (CCF B).
14. Yuang Zhu, Zhao Chen*, Yuxin Zheng, Qinghua Zhang, Xuan Wang. Real-Time Cell Counting in Unlabeled Microscopy Images. ICCV 2021 Workshops (CCF A).
15. Yuxin Zheng, Zhao Chen*, Yanfei Zuo, Xiaosong Guan, Zhaoyu Wang, Xiao Mu. Manifold-Regularized Regression Network: A Novel End-to-End Method for Cell Counting and Localization. ICIAI '20: Proceedings of the 2020 the 4th International Conference on Innovation in Artificial Intelligence (EI).
16. Lixin Zhang, Qian Wang*, Zhao Chen, Ying Chen. Spectral Attribute Reasoning for Interpretable Multi-Modal Pathological Segmentation. Computerized Medical Imaging and Graphics, 2026 (SCI中科院二区).
纺织纤维图像分析及其他(*表示通讯作者):
1. Zhao Chen, Yahui Xiu, Yuxin Zheng, Xinxin Wang, Qian Wang*, Danqi Guo, Yan Wan. A Weakly Supervised Learning Pipeline for Profiled Fiber Inspection. IET Image Processing, 2023 (SCI中科院三区).
2. Zhao Chen, Xinxin Wang, Yuxin Zheng, Yan Wan. Region-Based Convolutional Neural Networks for Profiled Fiber Recognition. ICALIP 2018 (EI).
3. 周奕军, 陈昭*, 李悦, 纪柏林, 王国栋, 刘国华. 一种端到端的织物颜色自动预测框架. yl88858永利中国学报(自然科学版), 2020 (中文核心).
4. 陈哲, 黄巍, 陈昭*. 基于Web应用的医学图像半自动标注系统. 计算机应用与软件, 2019 (中文核心).
5. 胡宏玮,陈昭,王倩*,刘国华. 基于边缘计算的海上养殖鱼群实时追踪系统. yl88858永利中国学报(自然科学版), 2023 (中文核心).
国家发明专利:
基于流形回归网络的细胞定位与计数方法及应用 (第一发明人:陈昭)
基于低秩分解和空谱约束的高光谱图像时变特征提取方法(第一发明人:陈昭)
一种基于角度划分和位置语义的轨迹隐私保护算法(第一发明人:卢婷)
联系方式:chenzhao@dhu.edu.cn
上海市松江区人民北路2999号 201620