黄国恒 Huang Guoheng 副教授

所属学院：
计算机学院

导师类别：
硕士生导师

科研方向：
计算机视觉与机器学习

联系方式：
kevinwong@gdut.edu.cn

硕士招生院：
计算机学院





个人简述
黄国恒博士现为广东工业大学”青年****”A类人才，IEEE和CCF会员。计算机学院副教授，硕士生导师。黄国恒博士于2016年12月在澳门大学电脑与资讯科学系获得博士学位。研究领域包括计算机视觉、模式识别和人工智能等，尤其对行人重识别（PersonRe-identification）、步态识别（Gait Recognition）、姿态估计（PoseEstimation）、行为识别（ActionRecognition）、图像与视频描述（Imageand Video Captioning）、生成式对抗网络（Generative Adversarial Networks）以及医学图像处理（MedicalImageProcessing）等领域感兴趣。已主持和参与多项国家和省部级科研项目，包括国家自然科学基金和国家重点研发计划等。以第一作者或者第一通讯作者发表超过25篇SCI论文，申请发明专利超过63项，获得授权软件著作权7项。同时作为核心成员参与广东省信息物理融合系统重点实验室建设。





学科领域
计算机科学与技术







工作经历
2020年12月—至今 广东工业大学 计算机学院 副教授
2017年2月—2020年12月 广东工业大学 计算机学院 助理教授







SCI论文和CCF会议列表
1, Zeng Lu, Ganghan Zhang, Guoheng Huang*, Junan Chen, Yuxiang Peng, Weiwen Zhang*, Chi-Man Pun*, Wing-Kuen Ling* and Lianglun Cheng*, "Video Person Re-identification Using Key Frame Screening with Index and Features Reorganization Based on Inter-Frame Relation", IEEE Transactions on Circuits and Systems for Video Technology. (SCI) (一审中)
2, Ying Wang, Guoheng Huang*, Chi-Man Pun*, Wing-Kuen Ling* and Lianglun Cheng, "MIVCN: Multimodal Interaction Video Captioning Network based on Semantic Association Graph", Applied Intelligence. (SCI) (一审中)
3, Jiajian Li, Guoheng Huang*, Junlin He and Jian Zhou*, "Dense Object Decomposition Method Based on Class Imbalance Learning and Attention Fusion for Liver and Tumor Segmentation in CT Images", IEEE Transactions on Medical Imaging. (SCI) (一审中)
4, Jiaying Lan, Lianglun Cheng, Guoheng Huang*, Chi-Man Pun* and Wing-Kuen Ling*, "Portrait Style Conversion via White-box Separable Code Extractio", 2021 International Joint Conference on Artificial Intelligence (IJCAI 2021). (CCF A) (一审中)
5, Haiyuan Chen, Lianglun Cheng, Guoheng Huang*, Ganghan Zhang, Chi-Man Pun* and Wing-Kuen Ling*,"Fine-grained Image Classification with Multi-scale Features based on Self-supervised Attention Filtering Mechanism", IEEE Transactions on Image Processing. (SCI) (一审中)
6, Ganghan Zhang, Guoheng Huang*, Haiyuan Chen, Chi-Man Pun*, Wing-Kuen Ling* and Lianglun Cheng*, "Video Action Recognition with Key-detail Motion Capturing based on Motion Spectrum Analysis and Multiscale Feature Fusion", IEEE Transactions on Circuits and Systems for Video Technology. (SCI) (一审中)
7,Weihua Hu, Tao Wang*, Yangsai Wang, Ziyang Chen, Guoheng Huang*, "LE-MS-DDNet: A defect detection network based on Low-light Enhancement and multi-scale", The International Journal of Advanced Manufacturing Technology. (SCI) (一审中)
8,Fan Yang, Ziyang Chen, Guoheng Huang*, Weihua Hu, Wenhao Wu, Chi-Man Pun, Wing-Kuen Ling, Lianglun Cheng, "Sima-fuzzy Net: A fuzzy defect location detection method for presswork", The International Journal of Advanced Manufacturing Technology (SCI). (一审中)
9, HaominNi,Qin Zhao, KanhongXiao, Tingjian Xia, Guoheng Huang*, Donghao Zhou, Si Li, Fan Yang, Wing-Kuen Ling, Chi-Man Pun, Lianglun Cheng, XiaofengTang*, Jiao Li*, "MF U-Net: Multi-Scale FusionU-Netfor the Segmentation of Breast Lesions", Medical Physics. (SCI) (一审中)
10, Weida Lin, Zeng Lu, Guoheng Huang*, Gelong Deng, Yongqi Han. "Triangle Chain Match Detection Network (TCMN): a novel human region chain match method for dense pedestrian detection", IEEE Transactions on Image Processing. (SCI) (一审中)
11, Zeng Lu, Guoheng Huang*, Ying Wang, Jiayi Wang, Genping Zhao, Lianglun Cheng. "Hierarchical Feature Selection: Enhance Spatial Features at Different Levels for Drone-based Geo-localization", Journal of Selected Topics in Applied Earth Observations and Remote Sensing. (SCI) (一审中)
12, Weiwen Zhang, Jiawen Yan, Yuxiang Peng, Guoheng Huang*, "Fault Detection of Industrial Plants via WASSKIL Algorithm and Auto-feature Framework", IEEJ Transactions on Electrical and Electronic Engineering. (SCI) (已接收)
13, Weiwen Zhang, Lianglun Cheng, Guoheng Huang*, "Towards Fine-scale Population Stratification Modeling Based on Kernel Principal Component Analysis and Random Forest", Genes & Genomics. (SCI) (已接收)
14, Jian Zhu, Silong Li, Ruichu Cai, Zhifeng Hao, Guoheng Huang*, Bin Sheng, Enhua Wu, "Compensating the vorticity loss during advection with an adaptive vorticity confinement force", Computer Animation and Virtual Worlds, 2020; e1973.https://doi.org/10.1002/cav.1973. (SCI)
15, Jian Zhu, Silong Li, Ruichu Cai, Zhifeng Hao, Guoheng Huang*, Bin Sheng and Enhua Wu, "Animating Turbulent Fluid with A Robust and Efficient High-order Advection Method", Computer Animation and Virtual Worlds, 2020, Volume 31, Issue 4-5: e1951.https://doi.org/10.1002/cav.1951. (SCI)
16, Donghao Zhou, Guoheng Huang*, Jiajian Li, Siyu Zhu, Zhuowei Wang, Wing-Kuen Ling, Chi-Man Pun, Lianglun Cheng, Xiuyu Cai* and Jian Zhou*, "Eso-Net: A Novel 2.5D Segmentation Network with the Multi-Structure Response Filter for the Cancerous Esophagus", IEEE Access, vol. 8, pp. 155548-155562, 2020, doi: 10.1109/ACCESS.2020.**. (SCI)
17, Guoheng Huang, Xiaoping Chen, Junan Chen, Weida Lin, Wing-Kuen Ling*, Chi-Man Pun*, Lianglun Cheng* and Zhuowei Wang, "Multi-Person Pose Estimation Under Complex Environment Based on Progressive Rotation Correction and Multi-Scale Feature Fusion",IEEE Access, vol. 8, pp. 132514-132526, 2020 (SCI)
18, Lingyue Hu, Wing-Kuen Ling*, Yuk-Fan Ho and Guoheng Huang*, "Near orthogonal discrete quaternion Fourier transform components via an optimal frequency rescaling approach", IET Signal Processing, 2020, DOI: 10.1049/iet-spr.2020.0199. (SCI)
19,Ke Hu, Guoheng Huang*, Ying Yang, Junan Chen, Chi-Man Pun, Wing-Kuen Ling and Lianglun Cheng, "Rapid Facial Expression Recognition under Part Occlusion Based on Symmetric SURF and Heterogeneous Soft Partition", Multimedia Tools and Applications (2020) Volume:79Issue:41-42Pages:30861-30881. (SCI)
20,Guoheng Huang, Junwen Zhu, Jiajian Li, Zhuowei Wang, Lianglun Cheng*, Lizhi Liu, Haojiang Li and Jian Zhou*, "Channel-Attention U-Net: Channel Attention Mechanism for Semantic Segmentation of Esophagus and Esophageal Cancer", IEEE Access, vol. 8, pp. 122798-122810, 2020. (SCI)
21,Fangxiong Chen, Guoheng Huang*, Huishi Wu, Ke Hu, Weiwen Zhang and Lianglun Cheng, "Foetal weight prediction based on improved PSO-GRNN model", International Journal of Data Mining and Bioinformatics, 2020 Vol.24 No.2, pp.177 - 200, DOI:10.1504/IJDMB.2020.110161. (SCI)
22,Fangxiong Chen, Guoheng Huang*, Jiaying Lan, Yanhui Wu, Chi-Man Pun, Wing-Kuen Ling, Lianglun Cheng, "Weakly Supervised Fine-Grained Image Classification via Salient Region Localization and Different Layer Feature Fusion", Applied Sciences, 2020,10, 4652. (SCI)
23,Guoheng Huang, Zeng Lu, Chi-Man Pun, Lianglun Cheng，"Flexible Gait Recognition Based on Flow Regulation of Local Features Between Key Frames", IEEE Access, Volume 8: 75381 – 75392, 2020.（SCI）
24,Zeng Lu，Guoheng Huang*, Chi-Man Pun and Lianglun Cheng, "Person re-identification based on multi-level feature complementarity of cross-attention with part metric learning", Multimedia Tools and Applications, 2020: 79,21409–21439 (2020). https://doi.org/10.1007/s11042-020-08972-w (SCI)
25,Zhifeng Lin, Lianglun Cheng and Guoheng Huang*, "Electricity Consumption Prediction Based on LSTM with Attention Mechanism", IEEJ Transactions on Electrical and Electronic Engineering, Vol. 15, Issue 4, pp. 556-562. (SCI)
26, Guoheng Huangand Chi-Man Pun*, "On-line Video Multi-object Segmentation based on Skeleton Model and Occlusion Detection", Multimedia Tools and Applications, 77,31313–31329 (2018). https://doi.org/10.1007/s11042-018-6208-x. (SCI)
27, Guoheng Huang, Chi-Man Pun and Cong Lin, "Unsupervised Video Co-segmentation based on Superpixel Co-saliency and Region Merging", Multimedia Tools and Applications, 76,12941–12964 (2017). https://doi.org/10.1007/s11042-016-3709-3. (SCI)
28, Chi-Man Pun and Guoheng Huang*, "On-line video object segmentation using illumination-invariant color-texture feature extraction and marker prediction", Journal of Visual Communication and Image Representation, vol. 41, pp. 391-405, 2016. (SCI)
29, Cong Lin, Chi-Man Pun* and Guoheng Huang*, "Highly non-rigid video object tracking using segment-based object candidates", Multimedia Tools and Applications, 76,9565–9586 (2017). https://doi.org/10.1007/s11042-016-3563-3 (SCI)
30, Guoheng Huang, Chi-Man Pun*, Cong Lin and Yicong Zhou, “Non-rigid visual object tracking using user-defined marker and Gaussian kernel”, Multimedia Tools and Applications, 75,5473–5492 (2016). https://doi.org/10.1007/s11042-015-2516-6. (SCI)




科研项目
[1]国家自然科学基金青年基金，**，基于超像素的视频多目标协同分割，2018/01-2020/12，25万元，主持。
[2] 国家重点研发计划子课题，2017YFB**，以可靠性为中心的车站设备服役期维修周期优化技术，2017/07-2020/06，20万元，主持。
[3] 广东省信息物理融合系统重点实验室开放基金，基于互信息的视频细粒度语义分割，2018/11-2020/10，5万元，主持。
[4] 国家重点研发计划，2016YFC**，车辆多维特征识别与速通式安检技术研究，2016/07-2019/06，3000万，参与。
[5] 国家自然科学基金—广东省联合基金，83-Y40G33-9001-18/20，大南海区域广东高分大数据平台与应用示范，2016/07-2020/07，2916万，参与。
[6] 广东省重点领域研发计划，2019B，神经退行性疾病早期智能预警高级机器学习技术与示范应用，2019/01-2021/12，1000万，参与。
[7] 广州市重点领域研发计划，6，人工智能驱动智慧教育关键技术与应用示范，2020/04-2023/03，500万，参与。
[8] 广东省重点领域研发计划，2019B，面向数据智能标注的弱监督与自学习方法及系统验证，2020/01-2022/12,3000万，参与。
[9] 广东省重点领域研发计划，2018B,面向柔性制造的指南质量检测系统及示范应用，2019/01-2021/12,800万，参与。




知识产权
已经有超过63项发明专利进入实审，7项软件著作权登记。





社团活动作为广东工业大学Reality游戏开发社负责人及指导老师

教学活动
本科课程：Hadoop深度学习、Unix操作系统；本科留学生班：ArtificialIntelligence





团队主页广东省信息物理融合系统重点实验室http://gdauto.gdut.edu.cn/