黄慧
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基本信息

  • 性别：女
  • 聘任技术职务：副教授
  • 学历：博士研究生毕业
  • 联系电话：
  • 电子邮箱：huanghui@shnu.edu.cn
  • 通讯地址：上海师范大学奉贤校区
  • 部门：信息与机电工程学院
  • 学位：工学博士学位
  • 办公地址：科技楼721

研究方向：


黄慧，副教授，分别于2007年和2011年毕业于东南大学和法国布列塔尼国立高等电信学校，曾就职于中科院上海高等研究院，多年来从事计算机视觉、人工智能等领域研究，聚焦医学图像处理、X光工业检测等方向。

近年来在TMM等高水平刊物上发表论文40余篇，授权发明专利6项，主持国家、省部级、企事业委托等科研项目 5 项。

毕业研究生的主要去向有：央企员工、读博深造、高校教师、高中教师、IT企业等。

对学生的要求：热爱+努力

研究方向：智能工业检测、医学人工智能


近5年代表性论文：

[1] H. Hui, C. Wen, Y. Ma, F. Yuan, H. Zhu,P. Zhu, 《Dual-level correspondence network for few-shot semantic segmentation》, Multimed. Tools Appl., Mar. 2025, doi: 10.1007/s11042-025-20673-w.

[2] C. Wen, H. Hui, Y. Ma, F. Yuan, H. Zhu, and P. Zhu, “Few-Shot Semantic Segmentation with Frequency Prototype Learning,” Comput. Inform., vol. 44, no. 1, pp. 92–123, 2025, doi: 10.31577/cai_2025_1_92.

[3]  C. Wen, H. Huang, Y. Ma, F. Yuan and H. Zhu, Dual-Guided Frequency Prototype Network for Few-Shot Semantic Segmentation, IEEE Trans. Multimed., Vol.26, pp.8874–8888, 2024, doi: 10.1109/TMM.2024.3383276

[4] 张天旭,黄慧,黄丙仓,等.基于多尺度聚合与高分辨率增强的CTA脑血管分割模型[J].计算机工程,2025,51(04):37-46. DOI:10.19678/j.issn.1000-3428.0070221.

[5] C. Wen, H. Huang, Y. Ma, F. Yuan and H. Zhu, Dual-Guided Frequency Prototype Network for Few-Shot Semantic Segmentation, IEEE Trans. Multimed., Vol.26, pp.8874–8888, 2024, doi: 10.1109/TMM.2024.3383276..

[6] 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. DOI: 10.11834/jig.230338

[7] 邓姗姗,黄慧,马燕.基于改进Faster R-CNN的小目标检测算法[J].计算机工程与科学,2023,45(05):869-877. doi:10.3969/j.issn.1007-130X.2023.05.012

[8] 李愈,马燕,黄慧.基于词袋模型的人体动作识别方法[J].计算机应用与软件,2023,40(11):170-175+247. Doi: 10.3969/j.issn.1000-386x.2023.11.026

[9] M. Li, Y. Ma, H. Huang, B. Wang. Expanded relative density peak clustering for image segmentation. Pattern Analysis and Applications 26, no. 4 (2023): 1685-1701.

[10] X. Duan, Y. Ma, Y. Zhou, H. Huang, Bin Wang. A novel cluster validity index based on augmented non-shared nearest neighbors. Expert Systems with Applications 223 (2023): 119784.

[11] Y. Shan, Y. Ma, Y. Liao, H. Huang, Bin Wang. Interactive image segmentation based on multi-layer random forest classifiers. Multimedia Tools and Applications. 2022 Nov 18:1-27.

[12] Y. Wang, Y. Ma, H. Huang, Bin Wang, Debi Prasanna Acharjya. A split–merge clustering algorithm based on the k-nearest neighbor graph. Information Systems 111 (2023): 102124.

[13] 冯辰越,黄慧,马燕. 一种基于X射线成像的球栅网格阵列封装芯片焊接检测方法[J]. 上海师范大学学报（自然科学版）,2021,50(4):408-412. DOI:10.3969/J.ISSN.1000-5137.2021.04.003.

[14] Y. Wang, Y. Ma, H. Huang, “A neighborhood-based three-stage hierarchical clustering algorithm”, Multimed. Tools Appl., Vol.80, No.21–23, pp. 32379–32407, 2021.9, doi: 10.1007/s11042-021-11171-w.

[15] Y. Ma, H. Lin, Y. Wang, H. Huang和X. He, “A multi-stage hierarchical clustering algorithm based on centroid of tree and cut edge constraint”, Inf. Sci., Vol. 557, pp. 194–219, 2021.5, doi: 10.1016/j.ins.2020.12.016.

[16] P. Wang, H. Zhu, H. Huang, H. Zhang和N. Wang, 《TMS-GAN: A Twofold Multi-scale Generative Adversarial Network for Single Image Dehazing》, IEEE Trans. Circuits Syst. Video Technol. 32(5): 2760-2772 (2022).

（以下信息源于科研管理系统）

学术成果：
论文
  • [1] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [2] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [3] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [4] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [5] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [6] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [7] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [8] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [9] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [10] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [11] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [12] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [13] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [14] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [15] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [16] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [17] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [18] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [19] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [20] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [21] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [22] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [23] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [24] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [25] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [26] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [27] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [28] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [29] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [30] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [31] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [32] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [33] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [34] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [35] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [36] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [37] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [38] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [39] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [40] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [41] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [42] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [43] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [44] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [45] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [46] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [47] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [48] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [49] 王妍,马燕,黄慧. A neighborhood-based three-stage hierarchical clustering algorithm. MULTIMEDIA TOOLS AND APPLICATIONS,2021,80(21-23):A neighborhood-based three-stage hierarchical clustering algorithm.
  • [50] 马燕,林鸿仁,王妍,黄慧,He Xiaofu. A multi-stage hierarchical clustering algorithm based on centroid of tree and cut edge constraint. INFORMATION SCIENCES,2021,557(5):194-219.
  • [51] 黄慧,马燕. A Hybrid Clustering Approach for Bag-of Words Image Categorization. MATHEMATICAL PROBLEMS IN ENGINEERING,2019,2019(8):1-11.
  • [52] 马燕,李顺宝,张玉萍,黄慧,徐晓钟. 计算机图形学课程中隐性思政教育的探索与实践. 科教文汇,2019,7(7):81-82.
  • [53] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [54] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [55] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [56] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [57] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [58] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [59] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [60] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [61] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [62] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [63] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [64] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [65] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [66] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [67] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [68] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [69] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [70] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [71] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [72] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [73] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [74] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [75] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [76] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [77] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [78] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [79] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [80] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [81] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [82] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [83] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [84] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [85] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [86] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [87] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [88] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [89] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [90] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [91] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [92] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [93] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [94] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [95] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [96] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [97] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [98] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [99] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [100] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [101] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
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  • [104] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
  • [105] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
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  • [120] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
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  • [125] 黄慧. A Hybrid Clustering Approach for Bag-of-Words Image Categorization. Mathematical Problems in Engineering,2019,8(1):1-11.
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