该团队由负责人马燕教授和黄慧，洪璇，王斌3名副教授组成。团队成员毕业于国内顶尖高校，包括上海交通大学和东南大学等。团队长期致力于计算机视觉、模式识别等相关研究领域。主要研究领域：1、图像处理，包括图像分割、医学图像处理等；2、数据挖掘，包括聚类分析、城市计算等；3、交叉学科研究，包括生物表型分析、AI+教育等。
近年来，团队主持并完成了4项国家自然科学基金项目和1项上海市科委相关项目等。团队成果发表在多个SCI期刊和中文核心期刊上，包括Information sciences、Expert system and applications以及中国图象图形学报等。团队还获得了16项发明专利授权。
团队的研究生在竞赛和学术研究方面取得了多项优异成绩。他们在"挑战杯"全国大学生课外学术科技作品竞赛、全国数学建模竞赛、全国研究生电子设计竞赛、以及陈嘉庚青少年发明奖等比赛中获得了多个奖项。研究生的毕业论文获得了2023年度上海市计算机学会优秀硕士学位论文提名奖和校优秀硕士学位论文等荣誉。此外，硕士研究生赵金凤发表在《Journal of the Science of Food and Agriculture》文章被Wiley出版社评为TOP Downloaded Article。
代表性科研成果：
Jinfeng Zhao, Sheng Dai, Xianglong Xia, Guochao Zhao, Jie Qiu, Xin Wei, Xuehui Huang, Yan Ma*, Jie Yang, DualBranch-YDNet: A dual-stream deep segmentation framework for accurate rice chalkiness detection, Applied Soft Computing, Volume 191,2026,114690
Haoyu Zhai, Jie Yang, Hantao Guo, Bin Wang, Yan Ma*, Density-increment and cut-edge optimized clustering via minimum spanning forest, Neurocomputing, Volume 674, 2026, 132957
Zexuan Fei, Haoyu Zhai, Jie Yang, Bin Wang, Yan Ma*. Discovering generalized clusters with adaptive mixture density-based clustering. Knowledge-Based Systems (2025): 113250.
Zexuan Fei, Yan Ma*, Jinfeng Zhao, Bin Wang, Jie Yang. KNEG-CL: Unveiling data patterns using a k-nearest neighbor evolutionary graph for efficient clustering. Information Sciences (2025): 121602.
Jinfeng Zhao, Zeyu Hou, Hua Hua, Qianlong Nie, Yuqian Pang, Yan Ma*, Xuehui Huang. "LenRuler: a rice-centric method for automated radicle length measurement with multicrop validation." Plant Phenomics (2025): 100103.
Shiming Zhang, Zhikang Ma, Yan Ma*. A non-adaptive segmentation algorithm for particle images in controlled environments with uniform backgrounds based on two-round superpixel segmentation and ensemble learning. Applied Intelligence 55, no. 13 (2025): 928.
Jinfeng Zhao, Zeyu Hou, Qin Wang, Sheng Dai, Kaicheng Yong, Xuan Wang, Jiawen Yang, Qianlong Nie, Yan Ma*, Xuehui Huang. YOLOrot2. 0: A novel algorithm for high-precision rice seed size measurement with real-time processing. Smart Agricultural Technology (2024): 100599.
Xinjie Duan, Yan Ma*, Yuqing Zhou, Hui Huang, Bin Wang. A novel cluster validity index based on augmented non-shared nearest neighbors. Expert Systems with Applications 223 (2023): 119784.
Yan Ma*, Hongren Lin, Yan Wang, Hui Huang, Xiaofu He. A multi-stage hierarchical clustering algorithm based on centroid of tree and cut edge constraint. Information Sciences 557 (2021): 194-219.
Jinfeng Zhao, Yan Ma*, Kaicheng Yong, Min Zhu, Yueqi Wang, Xuan Wang, Wei Li, Xin Wei, Xuehui Huang, Rice seed size measurement using a rotational perception deep learning model, Computers and Electronics in Agriculture, 205(2023): 107583.
Chunlin Wen, Hui Huang*, Yan Ma, Feiniu Yuan, Hongqing Zhu. Dual-Guided Frequency Prototype Network for Few-Shot Semantic Segmentation. IEEE Transactions on Multimedia (2024).
Jinfeng Zhao, Yan Ma*, Kaicheng Yong, Min Zhu, Yueqi Wang, Zhaowei Luo, Xin Wei, Xuehui Huang. Deep‐learning‐based automatic evaluation of rice seed germination rate. Journal of the Science of Food and Agriculture 103, no. 4 (2023): 1912-1924.
Yan Wang, Yan Ma*, Hui Huang, Bin Wang, Debi Prasanna Acharjya. A split–merge clustering algorithm based on the k-nearest neighbor graph. Information Systems 111 (2023): 102124.
Miao Li, Yan Ma*, Hui Huang, Bin Wang. Expanded relative density peak clustering for image segmentation. Pattern Analysis and Applications 26, no. 4 (2023): 1685-1701.
Yilin Shan, Yan Ma*, Yuan Liao, Hui Huang, Bin Wang. Interactive image segmentation based on multi-layer random forest classifiers. Multimedia Tools and Applications. 2022 Nov 18:1-27.
马燕*,殷志昂,黄慧,张玉萍,结合卷积神经网络与曲线拟合的人体尺寸测量,中国图象图形学报, 2022, 27(10):3068-3081
张蝶,黄慧*,马燕,等.基于边缘信息增强的前列腺MR图像分割网络[J].中国图象图形学报,2024,29(03):755-767.
