所属学院：

计算机学院

导师类别：

硕士生导师

科研方向：

人工智能与模式识别

联系方式：  

kevinwong@gdut.edu.cn

硕士招生院:

计算机学院

个人简述

黄国恒为广东工业大学“青年百人计划”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。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。以第一作者或者通讯作者发表约60篇SCI论文，包括AAAI、IEEE TMI、IEEE TASLP、IEEE TCSVT、IEEE TSP、IEEE TIM、IEEE TCSS、IEEE TETCI、KBS、ESWA、BSPC、PMB和APIN等国际知名期刊，同时为SCI期刊Artificial Intelligence、IEEE TMI、IEEE TNNLS、IEEE TASLP、Neurocomputing、ESWA、PMB和BSPC等的审稿人。授权发明专利35项，授权软件著作权27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

部分论文

1. Kaiqi Zhao, Xiaochen Yuan, Tong Liu, Yan Xiang, Zhiyao Xie, Guoheng Huang, Li Feng, "CAMU-Net: Copy-move forgery detection utilizing coordinate attention and multi-scale feature fusion-based up-sampling", Expert Systems with Applications, Volume 238, Part C, 2024, 121918, ISSN 0957-4174, https://doi.org/10.1016/j.eswa.2023.121918. (SCI JCR Q1)

2. Zilan Hong, Lianglun Cheng, Guoheng Huang*, Yan Li, Xiaochen Yuan, Guo Zhong, Chi-Man Pun "Quaternion Fractal Attention Neural Network for Natural Texture Classification", IEEE Signal Processing Letters. (已接收）(SCI JCR Q2)

3. Zewen Zheng, Xueming Zhang, Yongqiang Mou*, Xiang Gao, Chengxin Li, Guoheng Huang*, Chi-Man Pun, Xiaocheng Yuan, "PVALane: Prior-guided 3D Lane Detection with View-agnostic Feature Alignment", Association for the Advancement of Artificial Intelligence, AAAI. (已接收) (CCF-A)

4. Zhanbin Zhang, Wing-Kuen Ling*, Guoheng Huang, "Joint principal component analysis and k-clustering via non-iterative analytic optimization approach", IEEE Transactions on Signal Processing. (已接收) (SCI JCR Q1)

5. Zhengnan Deng, Guoheng Huang*, Xiaochen Yuan, Guo Zhong*, Tongxu Lin, Chi-Man Pun, Zhixin Huang, Zhixin Liang*, "QMLS: Quaternion Mutual Learning Strategy for Multi-modal Brain Tumor Segmentation", Physics in Medicine & Biology, Volume 69, Number 1. doi: 10.1088/1361-6560/ad135e (SCI JCR Q2)

6. Qiyuan Zhang, Xiaochen Yuan, Tong Liu, Chan-Tong Lam, Guoheng Huang, Di Lin, Ping Li, "Tampering Localization and Self-Recovery Using Block Labeling and Adaptive Significance", Expert Systems with Applications, 2023, 120228, ISSN 0957-4174, https://doi.org/10.1016/j.eswa.2023.120228. (SCI JCR Q1)

7. Guoheng Huang, Qin He, Zihao Dai, Guo Zhong*, Xiaochen Yuan, Chi-Man Pun, "GDN-CMCF: A Gated Disentangled Network With Cross-Modality Consensus Fusion for Multimodal Named Entity Recognition", IEEE Transactions on Computational Social Systems, doi: 10.1109/TCSS.2023.3323402. (SCI JCR Q1)

8. Tongxu Lin, Junyu Lin, Guoheng Huang*, Xiaochen Yuan, Guo Zhong, Fenfang Xie, Jiao Li, “Improving Breast Tumor Segmentation via Shape-Wise Prior-Guided Information on Cone-Beam Breast CT Images”, Physics in Medicine and Biology. Volume 68, Number 14. https://doi.org/10.1088/1361-6560/ace1cf (SCI JCR Q2)

9. Jingchao Wang, Guoheng Huang∗, Guo Zhong, Xiaochen Yuan, Chi-Man Pun, Jinxun Wang, Jianqi Liu, "A Novel Hypercomplex Graph Convolution Refining Mechanism", IEEE Transactions on Emerging Topics in Computational Intelligence. (已接收) (SCI JCR Q1)

10. Junyang Chen, Guoheng Huang*, Xiaochen Yuan, Guo Zhong, Zewen Zheng, Chi-Man Pun, Jian Zhu, Zhixin Huang, "Quaternion Cross-modality Spatial Learning for Multi-modal Medical Image Segmentation", IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2023.3346529(SCI JCR Q1)

11. Wentao Hu, Lianglun Cheng, Guoheng Huang*, Xiaochen Yuan*, Guo Zhong*, Chi-Man Pun, Jian Zhou, Muyan Cai, "Learning from Incorrectness: Active Learning with Negative Pre-training and Curriculum Querying for Histological Tissue Classification", IEEE Transactions on Medical Imaging, doi: 10.1109/TMI.2023.3313509. (SCI JCR Q1)

12. Tongxu Lin, Guoheng Huang*, Xiaochen Yuan*, Guo Zhong*, Xiaocong Huang, and Chi-Man Pun, "SCDet: Decoupling Discriminative Representation for Dark Object Detection via Supervised Contrastive Learning", The Visual Computer, https://doi.org/10.1007/s00371-023-03039-x (SCI JCR Q2)

13. Qishen Yuan, Guoheng Huang*, Guo Zhong*, Xiaochen Yuan*, Zhe Tan, Zeng Lu, Chi-Man Pun, "Triangular Chain Closed-Loop Detection Network for Dense Pedestrian Detection", IEEE Transactions on Instrumentation and Measurement. doi:  10.1109/TIM.2023.3341131. (SCI JCR Q1)

14. Jingchao Wang, Guoheng Huang∗, Guo Zhong∗, Xiaochen Yuan∗, Chi-Man Pun, Jie Deng, "QGD-Net: A Lightweight Model Utilizing Pixels of Affinity in Feature Layer for Dermoscopic Lesion Segmentation", IEEE Journal of Biomedical and Health Informatics, doi: 10.1109/JBHI.2023.3320953. (SCI JCR Q1)

15. Zixuan He, Guoheng Huang∗, Xiaochen Yuan∗, Guo Zhong*, Chi-Man Pun∗, Yiwen Zeng, "Progressive Normalizing Flow with Learnable Spectrum Transform for Style Transfer", Knowledge-Based Systems. DOI:10.1016/j.knosys.2023.111277，https://doi.org/10.1016/j.knosys.2023.111277. (SCI JCR Q1)

16. Junyu Lin, Guoheng Huang*, Jun Huang, Xiaochen Yuan, Yiwen Zeng, Cheng Shi, "Quaternion Attention Multi-scale Widening Network For Endoscopy Image Super-Resolution", Physics in Medicine and Biology, Volume 68, Number 7. (SCI JCR Q2)

17. Qin Zhao, Guoheng Huang∗, Pingping Xu, Ziyang Chen, Wenyuan Li, Xiaochen Yuan*, Guo Zhong*, Chi-Man Pun, Zhixin Huang∗, "IDA-Net: Inheritable Deformable Attention Network of Structural MRI for Alzheimer’s Disease Diagnosis", Biomedical Signal Processing and Control, Volume 84, 2023, 104787, ISSN 1746-8094, https://doi.org/10.1016/j.bspc.2023.104787. (SCI JCR Q2)

18. Yongqi Han, Lianglun Cheng, Guoheng Huang*, Guo Zhong*, Jiahua Li, Xiaochen Yuan*, Hongrui Liu*, Jiao Li, Jian Zhou*, Muyan Cai*, "Weakly Supervised Semantic Segmentation of Histological Tissue via Attention Accumulation and Pixel-level Contrast Learning", Physics in Medicine and Biology, https://doi.org/10.1088/1361-6560/acaeee. (SCI JCR Q2)  

19. Lin Yuan, Guoheng Huang*, Fenghuan Li, Xiaochen Yuan*, Chi-Man Pun, Guo Zhong*, "RBA-GCN: Relational Bi-level Aggregation Graph Convolutional Network for Emotion Recognition", IEEE/ACM Transactions on Audio, Speech, and Language Processing, vol. 31, pp. 2325-2337, 2023, doi: 10.1109/TASLP.2023.3284509. (SCI JCR Q1)

20. Zewen Zheng, Guoheng Huang*, Xiaochen Yuan*, Chi-Man Pun*, Hongrui Liu, Wing-Kuen Ling, "Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation", IEEE Transactions on Circuits and Systems for Video Technology, vol. 33, no. 5, pp. 2102-2115, May 2023, doi: 10.1109/TCSVT.2022.3223150. GitHub: https://github.com/zwzheng98/QCLNet. (SCI JCR Q1)

21. Ruijun Zhang, Zixuan He, Jian Zhu*, Xiaochen Yuan, Guoheng Huang, Chi-Man Pun, Jianhong Peng*, Junzhong Lin*, Jian Zhou*, "Collaborative Multi-feature Extraction and Scale-aware Semantic Information Mining for Medical Image Segmentation", Physics in Medicine and Biology, Volume 67, Number 20. (SCI JCR Q2)

22. Tingjian Xia, Guoheng Huang*, Chi-Man Pun, Weiwen Zhang, Jiajian Li, Wing-Kuen Ling, Chao Lin and Qi Yang, "Multi-scale Contextual Semantic Enhancement Network for 3D Medical Image Segmentation", Physics in Medicine and Biology, Volume 67, Number 22. (SCI JCR Q2)

23. Fenghua Ye, Jiaying Lan, Zhenghua Ye, Pingping Xu, Wing-Kuen Ling, Guoheng Huang*, "Unsupervised Style-guided Cross-Domain Adaptation for Few-shot Stylized Face Translation", The Visual Computer, https://doi.org/10.1007/s00371-022-02719-4. (SCI JCR Q2)

24. Ziyang Chen, Guoheng Huang*, Ying Wang, Junhao Qiu, Fan Yang, Zhiwen Yu, Chi-Man Pun, Wing-Kuen Ling, "Bi-Deformation-UNet: Recombination of Differential Channels for Printed Surface Defect Detection", The Visual Computer. https://doi.org/10.1007/s00371-022-02554-7.  (SCI JCR Q2)

25. Jiajian Li, Guoheng Huang*, Junlin He, Ziyang Chen, Chi-Man Pun, Zhiwen Yu, Wing-Kuen Ling, Lizhi Liu, Jian Zhou, Jinhua huang, "Shift-channel attention and weighted-region loss function for liver and dense tumor segmentation". Medical Physics. 2022;1-14. https://doi.org/10.1002/mp.15816.  (SCI JCR Q1)

26. Guo Zhong, Ting Shu, Guoheng Huang, Xueming Yan, "Multi-view Spectral Clustering by Simultaneous Consensus Graph Learning and Discretization", Knowledge-Based Systems, Volume 235, 2022, 107632, https://doi.org/10.1016/j.knosys.2021.107632. (SCI JCR Q1)

27. Haiyuan Chen, Lianglun Cheng, Guoheng Huang*, Ganghan Zhang, Jiaying Lan, Zhiwen Yu and Chi-Man Pun. "Fine-grained Visual Classification with Multiscale Features Based on Self-supervised Attention Filtering Mechanism", Applied Intelligence, https://doi.org/10.1007/s10489-022-03232-w. (SCI JCR Q2)

28. Ganghan Zhang, Guoheng Haung*, Haiyuan Chen, Chi-Man Pun, Zhiwen Yu, Wing-Kuen Ling. "Video Action Recognition with Key-detail Motion Capturing based on Motion Spectrum undefinedysis and Multiscale Feature Fusion", The Visual Computer, (2022). https://doi.org/10.1007/s00371-021-02355-4. (SCI JCR Q2)

29. Junhao Qiu, Shangyu Lai, Guoheng Huang*, Junhui Mai. Chi-man Pun, Wing-kuen Ling, Lianglun Cheng. "TriView-ParNet: A parallel network for hybrid recognition of touching printed and handwritten strings based on feature fusion and three-view co-training", Applied Intelligence, Volume 53, Issue 13, Jul 2023, pp 17015–17034, https://doi.org/10.1007/s10489-022-04257-x. (SCI JCR Q2)

30. 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 Visual Computer. https://doi.org/10.1007/s00371-021-02210-6 (SCI JCR Q2)

31. Ying Wang, Guoheng Huang*, Chi-Man Pun, Wing-Kuen Ling, Lianglun Cheng, “MIVCN: Multimodal Interaction Video Captioning Network based on Semantic Association Graph", Applied Intelligence. https://doi.org/10.1007/s10489-021-02612-y. (SCI JCR Q2)

32. Zeng Lu, Ganghan Zhang, Guoheng Huang*, Zhiwen Yu, Chi-Man Pun, Weiwen Zhang, Junan Chen and Wing-Kuen Ling*, "Video Person Re-identification Using Key Frame Screening with Index and Features Reorganization Based on Inter-Frame Relation", International Journal of Machine Learning and Cybernetics, 10.1007/s13042-022-01560-4. (SCI JCR Q2)

33. 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 JCR Q4)

34. 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 JCR Q4)

35. 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 JCR Q4)

36. 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 Network", Multimedia Tools and Applications (2020) Volume: 79 Issue: 41-42 Pages: 30861-30881, https://doi.org/10.1007/s11042-020-09566-2. (SCI JCR Q2)

37. Weiwen Zhang, Lianglun Cheng, Guoheng Huang*, "Towards Fine-scale Population Stratification Modeling Based on Kernel Principal Component undefinedysis and Random Forest", Genes & Genomics. 2021 Oct;43(10):1143-1155. doi: 10.1007/s13258-021-01057-4. (SCI JCR Q4)

38. 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 JCR Q4)

39. Guangyu Liang, Lianglun Cheng, Guoheng Huang* and Limin Xu, "Object detection of millimeter-wave image based on Spatial-Transformer RCNN with deblurring", ACTA PHOTONICA SINICA, 2020, Vol. 49, Issue (2): 210004-0210004. (SCI JCR Q4)

40. 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 JCR Q2)

41. 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 JCR Q4)

42. Guoheng Huang and 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 JCR Q2)

43. 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 JCR Q2)

44. 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 JCR Q2)

45. 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/s11042-01ju6-3563-3 (SCI JCR Q2)

46. 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 JCR Q2)

部分项目

1. 国家自然科学基金青年基金，61702111，基于超像素的视频多目标协同分割，2018/01-2020/12，主持。

2. 国家重点研发计划子课题，2017YFB1201203，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，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，主持。

4.国家自然科学基金广东联合基金，离散制造过程人工智能驱动的优化与控制，U1801263，2019/01-2022/12，参与。

5. 广州市科技计划项目，2023B01J0029，基于仿生智能的工业视觉检测系统研发及产业化，2023/04-2026/03，参与。

6. 国家自然科学基金广东联合基金，U2001201，数据-知识混合驱动的离散制造系统自适应协同优化控制方法与应用验证，2021/01-2024/12，参与。

7. 国防科工委军民融合专项，83-Y40G33-9001-18/20，大南海区域广东高分大数据平台与应用示范，2016/07-2020/07，参与。

8. 广东省重点领域研发计划，2019B010153002，面向数据智能标注的弱监督与自学习方法及系统验证，2020/01-2022/12，参与。

9. 广州市重点领域研发计划，202007040006，人工智能驱动智慧教育关键技术与应用示范，2020/04-2023/03，参与。

10. 佛山市产业领域科技攻关专项，1920001001367，瓦楞纸箱高网线印刷自动高速视觉检测成套装备研发与应用，2020/9-2023/8，参与。

11. 国家重点研发计划，2016YFC0800506，车辆多维特征识别与速通式安检技术研究，2016/07-2019/06，参与。

12. 广东省重点领域研发计划，2019B010109001，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，2019/01-2021/12，参与。

13. 广东省重点领域研发计划，2018B010109007，面向柔性制造的指南质量检测系统及示范应用，2019/01-2021/12，参与。

知识产权

已经有35项发明专利授权：

1. 一种图像识别的方法、系统及相关组件，程良伦、陈佳莉、黄国恒，ZL201810896237.0

2. 一种基于ST-SIN的视频物体检测方法及系统，黄国恒、朱俊文、邓桂扬，ZL201811325137.9/2018-9-26

3. 一种行人重识别方法、系统及电子设备和存储介质，黄国恒、卢增、金依妮、邓桂扬，ZL201811398695.8

4. 基于对称surf算法的人脸重构，黄国恒、胡可、黄斯彤、陈俊安，ZL201910389191.8

5. 一种行人重识别方法、装置、设备及存储介质，黄国恒、卢增，ZL201811574174.3

6. 一种基于视频的人体姿态估计方法、装置及设备，黄国恒、陈小平、朱俊文，ZL201811623269.X

7. 基于眼部图像识别弱视的方法及系统，程良伦、谢靓茹、胡可、黄国恒，ZL201910344151.1

8. 一种图像特征提取方法、装置、设备及可读存储介质，黄国恒，朱俊文，ZL201811578023.5

9. 多目标跟踪方法、装置、设备及计算机可读存储介质，黄国恒、张挥谦、胡可、彭涛，ZL201811572486.0

10. 遥感图像超分辨率方法、装置、设备及可读存储介质，赵艮平、王理、黄国恒，ZL201910111151.7

11. 一种眼部遮挡检测方法及系统，黄国恒、胡可、谢靓茹、黄斯彤，ZL201910343779.x

12. 基于降维操作和卷积网络的遥感图像变化区域检测方法，曾鹏慷、黄国恒，ZL201910457431.3

13. 基于PoseCNN的焊缝焊接方法、装置及设备，倪浩敏、黄国恒、萧堪鸿、孙振，ZL201910457446.x

14. 一种基于Mask-RCNN网络的焊缝识别方法、装置、设备及可读存储介质，萧堪鸿、黄国恒、倪浩敏、孙振，ZL201910394164.x

15. 一种基于神经网络的语音识别方法、装置，赵艮平、王理、黄国恒、赵芝茵，ZL201910463635.8

16. 基于深度神经网络的关系推理方法、装置及设备，黄国恒、卢增、张凡龙、程良伦，ZL201910141460.9

17. 一种视频超分辨修复方法、装置、设备及存储介质，彭玉翔、黄国恒、倪浩敏、赵志舜，ZL201910707218.3

18. 一种基于自编码器的视频去马赛克方法及相关装置，何俊霖、黄国恒、陆铿宇、莫诏程，ZL201910640682.5

19. 一种街景文本目标识别检测方法，黄和锟、杨帆、黄国恒，ZL201910729858.4

20. 基于IRCNN和MTCNN的具有尺度旋转不变性的静脉识别方法及系统，胡可、黄国恒、周艳妹、彭涛，ZL201910389191.8

21. 一种太赫兹图像无损检测的方法、装置以及设备，吴壮辉、黄国恒、程良伦，ZL201910315661.6

22. 一种太赫兹图像缺陷检测方法、装置、系统及存储介质，吴壮辉、黄国恒、程良伦，ZL201910388784.2

23. 一种遥感图像去雾方法及系统，程良伦、谢靓茹、蓝嘉颖、黄国恒，ZL201910624635.1

24. 一种图像去雾方法及装置，程良伦、谢靓茹、黄国恒，ZL201910609690.3

25. 一种基于图像理解的盲人导航系统，廖宇威、黄国恒、程良伦，ZL202010698366.6

26. 一种结合多模态特征分析与神经网络的羽毛球运动员犯规动作识别方法，张刚瀚、黄国恒、程良伦、张煜乾、陈泽炯，ZL202011364578.7

27. 一种球类赛事文字解说生成方法，王莹、黄国恒、程良伦、包文圳、付阳，ZL202110678945.9

28. 陶瓷生产交易溯源系统，邱俊豪、陈子洋、张浩民、王卓薇、张伟文、黄国恒、彭根庆、洪培鑫，ZL202110397225.5

29. 结合光照不变性与短曝光光照增强的暗光车照识别方法，程良伦、陈海源、黄国恒，ZL202010777285.5

30. 一种食管癌影像在能谱CT与普通CT的特征空间重构的方法，李家健、黄国恒、陈子洋、王卓薇、夏霆坚、郑志鹏，ZL202110209960.9

31. 三维形貌图像信息解译的方法、装置、设备及存储介质，吴壮辉、黄国恒、程良伦，ZL201910309062.3

32. 一种多人姿态估计方法及系统，黄国恒、陈小平、蓝嘉颖、邓桂杨，ZL201811313362.0

33. 一种蒙面人身份识别方法，杨颖、程良伦、黄国恒，ZL202010843398.0

34. 一种基于多模型及时间序列的气象预测系统及其方法，陈锐涛、黄国恒，ZL202311485332.9

35.一种语义分割方法、装置、设备及介质，黄国恒、陈俊安、黄斯彤、胡可，ZL201811520565.7

另外，授权27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：Artificial Intelligence（全英）、人工智能通识课

研究生课程：深度学习

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/