研究方向
1、2004-2014年期间,分别于东南大学影像科学与技术实验室、法国国立高等电信学校(TELECOM-Bretagne)信息与图像处理专业攻读硕士及博士学位,以及在中科院上海高等研究院工作期间,多年来致力于医学图像重建、图像信息安全分析、计算机辅助诊断等领域研究; 2、2014年以来,研究方法侧重于基于大数据和机器学习的图像目标检测、模式识别 近期发表的学术论文: -H. Huang and Y. Ma, “A Hybrid Clustering Approach for Bag-of-Words Image Categorization,” Mathematical Problems in Engineering, 2019. (SCI) -蒋林华, 王尉苏, 童慧鑫, 岳贵阳, 黄慧, “太赫兹成像技术在人体安检领域的研究进展,” 上海理工大学学报, vol. 41, no. 01, pp. 46–51, 2019. -X. Lv, Y. Ma, X. He, H. Huang, and J. Yang, “CciMST: A Clustering Algorithm Based on Minimum Spanning Tree and Cluster Centers,” Mathematical Problems in Engineering, vol. 2018, pp. 1–14, Dec. 2018 (SCI) -H. Huang, H. Zhao, B. Zhang, Y. Su, W. Jiang, B. Cai, G. You, Y. Ma, “A terahertz transmission imaging based approach for liquid alcohol wettability investigation,” Infrared Phys. Technol., vol. 89, pp. 110–114, Mar. 2018. (SCI) -X. Lv, Y. Ma, X. He, and H. Huang, “A Clustering Algorithm Based on the Combination of MST and Cluster Centers,” DEStech Trans. Comput. Sci. Eng., vol. 0, no. cmee, 2017. -王林华, 袁明辉, 黄慧, 朱亦鸣, “太赫兹安检系统人体图像边缘物体识别,” 红外与激光工程, no. 11, pp. 149–154, 2017. (EI) -Y. Peng et al., “Terahertz identification and quantification of neurotransmitter and neurotrophy mixture,” Biomed. Opt. Express, vol. 7, no. 11, pp. 4472–4479, Nov. 2016. (SCI) -H. Huang, G. Coatrieux, H. Shu, L. Luo, and C. Roux, “Blind integrity verification of medical images,” IEEE Trans. Inf. Technol. Biomed., vol. 16, no. 6, pp. 1122–1126, 2012. (SCI) -G. Coatrieux, H. Huang, H. Shu, L. Luo, and C. Roux, “A watermarking-based medical image integrity control system and an image moment signature for tampering characterization,” IEEE J. Biomed. Health Inform., vol. 17, no. 6, pp. 1057–1067, 2013.(SCI) -H. Huang, G. Coatrieux, H. Shu, L. Luo, and C. Roux, “Passive integrity control of medical images on the basis of the characteristics HOW (High Order Wavelet Statistics) and IQM (Image Quality Measures)”, IRBM, vol. 32, no. 5, pp. 316-321, 2011. (SCI) -H. Huang, X. Zhuang, Y. Shao, T. Lan, L. Liu, and Q. Li, “Computer-aided scheme for functional index computation of left ventricle in cardiac CTA: segmentation and partitioning of left ventricle,” in SPIE Medical Imaging, 2013, pp. 867017–867017.(EI) -H. Huang, G. Coatrieux, H. Shu, L. Luo, and C. Roux, “Medical image integrity control and forensics based on watermarking—Approximating local modifications and identifying global image alterations,” in Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE, 2011, pp. 8062–8065. (EI) -H. Huang, G. Coatrieux, H. Shu, L. Luo, and C. Roux, “Blind forensics in medical imaging based on Tchebichef image moments,” in Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE, 2011, pp. 4473–4476. -X. Zhuang, J. Song, S. Zhan, T. Lan, H. Huang, M. Hu, S. Ourselin, and Q. Li, “A registration and atlas propagation based framework for automatic whole heart segmentation of CT volumes,” in SPIE Medical Imaging, 2013, p. 86693W–86693W. ( EI) -Y. Peng, X. Yuan, X. Zou, H. Huang, H. Zhao, L. Chen, and Y. Zhu, “Terahertz identification and quantification of neurotrophy mixture,”Biomed. Opt. Express, vol. 7, no. 11, pp. 4472–4479, Nov. 2016. 主持的科研项目: -主持校企合作项目:X射线异物检测设备的图像自动识别技术开发,2018/04-2020/03, 50万,已结题 -主持国家自然科学基金青年基金,项目批准号:61501297,太赫兹图像复原和自动目标识别算法研究,2016/01-2018/12,19万,已结题; -参与上海市自然科学基金,项目批准号:16ZR1423100,针对人体隐匿物探测的太赫兹偏振成像研究,2016/7-2019/6,20万,已结题; -参与国家自然科学基金青年基金,项目批准号:61605113,基于Sinclair散射矩阵重构的全极化太赫兹高分辨率成像研究,2017/01-2019/12,20万,已结题; -参与国家自然科学基金青年基金,项目批准号:11604208,波导阵列中复杂波形激励调控电磁场传播的机理研究,2017/01-2019/12,22万,已结题; -参与国家自然科学基金青年基金,项目批准号:81301283,基于空间信息描述和互信息的快速形变配准算法研究及其临床应用,2014/01-2016/12,23万,已结题。 已授权专利: -黄慧,庄吓海,李强,一种左心室的自动分块方法,申请号CN201210439396.0 公开号:CN103810688A,2014/05/21。 -黄慧,庄吓海,李强,一种心脏状态时间相位的自动识别方法,申请号CN201310004530.9 公开号:CN103908279A,2014/07/09。 -徐鸣谦,黄慧,朱亦鸣,彭滟,基于太赫兹光谱的物质识别方法,申请号 CN201610847955.X。 -袁明辉,朱亦鸣,黄慧, 人体安检成像中人体轮廓边缘物体的识别方法,申请号CN201610833551.5,公开号:CN106446819A |