该团队由负责人马燕教授和黄慧，洪璇，王斌，徐晓钟4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。具体的研究方向包括半监督图像分割和颗粒图像分割、医学图像分析、聚类分析及其应用以及生物表型分析。
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13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：
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.
