黄国恒

发布日期:2021-02-20  访问量:

       

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:

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超过110篇SCI或CCF论文,包括AAAI、IEEE TMI、IEEE TASLP、IEEE TCSVT、IEEE TSP、MIA、IEEE TIM、IEEE TCSS、IEEE TETCI、IEEE TII、IEEE TCE、IEEE TRPMS、IEEE BIBM、IEEE ICASSP、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 TIM、IEEE TNSE、IEEE TASLP、IEEE TCSVT、IEEE TCE、Neurocomputing、ESWA、PMB和BSPC等的审稿人。授权发明专利41项,授权软件著作权30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1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.Ying Wang, Fan Wang, Guoheng Huang, Xiaobin Zheng, Baiying Lei, Xiaochen Yuan, "Spectral-Trustworthy Augmentation Harmonizer towards Automated Lung Auscultation under Pathological Sample-scarcity Scenario", IEEE Transactions on Audio, Speech and Language Processing, doi: 10.1109/TASLPRO.2026.3678800. (SCI JCR Q1)

2.Jiehao Zheng, Guoheng Huang*, Xiaoyong Chen, Haoran Fang, Kaiqi Zhao*, Xiaochen Yuan, Bingo Wing-Kuen Ling, Kim-Fung Tsang, Guanli Chen, Chi-Man Pun. "HA-Pos: Hierarchical Prompt-Guided Adaptive Detection for Cross-View Visual Positioning System", IEEE Transactions on Consumer Electronics. (已接收) (SCI JCR Q1)

3.Guoheng Huang, Nianxing Wei, Xiao-Min Hu, Kunchen Li, Zhaocheng Xu, Xiaochen Yuan, Yan Li*, Guo Zhong*, Franklin C. Okoh, Bingo Wing-Kuen Ling, "Q-DRIR: A Quaternion-Based Framework for Detail Restoration and Illumination-Robust Exposure Correction," IEEE Transactions on Consumer Electronics.已接收)(SCI JCR Q1)

4.Zhaocheng Xu, Guoheng Huang*, Xiaochen Yuan, Alex Hay-Man Ng, Wing-Kuen Ling, Ming Li, Lianglun Cheng, Chi-Man Pun, "PEFuse: Progressive Emphasis of Dual-Frequency Feature for Infrared and Visible Image Fusion", IEEE Transactions on Aerospace and Electronic Systems.(已接收)(SCI JCR Q1)

5.Lizhen Guo, Guoheng Huang*, Hongru Huang, XiaoChen Yuan, Lianglun Cheng, Yan Li*, Shuqiang Wang, Chi-Man Pun, "Dual-Prompting and Class-Aware Token Selection for UAV-Based Few-Shot Ship Classification", IEEE Transactions on Consumer Electronic, doi: 10.1109/TCE.2025.3631906. (SCI JCR Q1)

6.Yejing Huo, Guoheng Huang*, Zhiwen Yu, Xiaochen Yuan, Chi-Man Pun*, Lianglun Cheng, Hanyu Shi, Xuhang Chen, Zehong Chen,"WAQNIQA: Wavelet-Augmented Quaternion Network for No-Reference Image Quality Assessment" IEEE Transactions on Systems, Man and Cybernetics: Systems. (已接收) (SCI JCR Q1

7.Jiahui Shi, Guoheng Huang*, Yumian Yu, Xiaochen Yuan, Chi-Man Pun, Lianglun Cheng, Yan Li, Qi Yang, Ling Guo, Baiying Lei*, Haojiang Li*, "CFCM-Gen:Cross-modal Feature Co-optimization Mechanism for 3D Radiology Report Generation", IEEE Transactions on Radiation and Plasma Medical Sciences. (已接收)SCI JCR Q1

8.Xiaomin Zhou, Guoheng Huang*, Qin Zhao#, Jianbin He, Xiaochen Yuan, Ming Li, Chi-Man Pun, Ling Guo, Baiying Lei*, Qi Yang*, "HDPL: Hypergraph-based Dynamic Prompting  Learning for Incomplete Multimodal Medical Learning", IEEE Journal of Biomedical and Health Informatics, doi: 10.1109/JBHI.2026.3671347.(SCI JCR Q1

9.Feng Ling, Haoming Zeng, Guoheng Huang*, Member, IEEE, Ming Li*, Xiaochen Yuan, Chi-Man Pun, Xianglian Liao, Jiong-Lin Liang, Haojiang Li*, Qi Yang*, "Interpretation Before Integration: LLM-Guided Multi-Modal Completion and Fusion Network for Survival Analysis with Incomplete Data", IEEE Transactions on Computational Social Systems. (已接收) (SCI JCR Q1)

10.Hanyu Shi, Hong Tao, Guoheng Huang*, Jianbin Jiang, Xuhang Chen, Chi-Man Pun, Shanhu Wang*, Pan Pan,"Intrinsic Concept Extraction Based on Compositional Interpretability",2026 IEEE Conference on Computer Vision and Pattern Recognition(CVPR 2026). (已接收) (CCF A)

11.Jielun Huang, Chi-Man Pun, Guoheng Huang, "RevINN: An End-to-End Invertible Neural Network for Reversible Adversarial Examples Generation", 2026 IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2026). (已接收) (CCF A)

12.Jianbin He, Guoheng Huang*, Xiaochen Yuan, Chi-Man Pun, Guo Zhong, Qi Yang, Ling Guo, Siyu Zhu, Baiying Lei*, Haojiang Li*, "MADAT: Missing-aware Dynamic Adaptive Transformer Model for Medical Prognosis Prediction with Incomplete Multimodal Data", Medical Image Analysis, Volume 110, 2026, 103958, ISSN 1361-8415, https://doi.org/10.1016/j.media.2026.103958. (SCI JCR Q1)

13.Runsheng Wu, Jianbin He, Guoheng Huang*, Xiaochen Yuan, Zhoule Feng, Yan Li*, Guo Zhong*, Wing-KuenLing, Chi-Man Pun*, Qi Yang*, "AMGL: Adaptive Multimodal Graph Learning for Brain Disease Prediction", IEEE Transactions on Radiation and Plasma Medical Sciences, doi: 10.1109/TRPMS.2026.3658322. (SCI JCR Q1)

14.Weiguo Zhang, Weifan Fang, Guoheng Huang, Yuanyuan Liu, Si Li* and Chi-Man Pun*, "Prismoid-Based Self-Attention Neural Representation Method For Low-Dose Tomographic Reconstruction," in Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Barcelona, Spain, May 4-8, 2026. (CCF B)

15.Jiandong Shi, Ming Li*, Guoheng Huang, Siwei Zhou, Yongchun Gu, Zhanle Zhu, "Hierarchical Graph Learning Framework for Multimodal Conversational Emotion Recognition", 2025 IEEE International Conference on Multimedia and Expo: Journey to the Center of Machine Imagination (ICME 2025). (CCF B)

16.Chao Lin, Jiong-Lin Liang, Jia Guo, Yu-Long Xie, Weidong Cheng, Guoheng Huang, Qing-Wen Lin, Jian-Wu Chen, Tong Xiang, Hai-Qiang Mai, Qi Yang*, "MRI-based deep learning model predicts recurrent nasopharyngeal carcinoma in postradiation nasopharyngeal necrosis", Computerized Medical Imaging and Graphics, Volume 128, 2026, 102711, ISSN 0895-6111, https://doi.org/10.1016/j.compmedimag.2026.102711. (SCI JCR Q1)

17.Tong Liu, Lihao Zhuang, Guoheng Huang, Chi-Man Pun, Xiaochen Yuan*, "Decoding coefficients recovery based on modified Gauss-Jordan elimination for tampered content reconstruction", Expert Systems with Applications, Volume 308, 2026, 131166, ISSN 0957-4174,https://doi.org/10.1016/j.eswa.2026.131166.(SCI JCR Q1)

18.Yifeng Jiang, Weiwen Zhang, Guoheng Huang, Xueyuan Gong, Xiaochen Yuan*, "Predictor-guided Robust Federated Learning against Backdoor Attacks", 2026 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2026). (Accepted) (CCF B)

19.Yunlong Liao, Yiting Lin, Zheng Xing, Qiutong Li, Guoheng Huang, Donglong Chen, Xiaochen Yuan*, "Using 3D-LMM-Based Encryption to Secure Digital Images With 3-D S-Box and Fibonacci Q-Matrix," in IEEE Internet of Things Journal, vol. 12, no. 24, pp. 55182-55195, 15 Dec.15, 2025, doi: 10.1109/JIOT.2025.3624032. (SCI JCR Q1)

20.Kai Huang, Guoheng Huang*, Yan Li, Ming Li, Bingo Wing-Kuen Ling, Xiaochen Yuan, Chi-Man Pun, Lianglun Cheng, "QIIS: Quaternion Inter- and Intra-Task Interaction Strategy for Multi-Task Dense Prediction", IEEE Transactions on Consumer Electronic, doi: 10.1109/TCE.2025.3641026. (SCI JCR Q1)

21.Hongru Huang, Guoheng Huang*, Zhuoheng Chen, Xiaochen Yuan, Yanjie Chen , Xuan Peng, Wenning Huang, Chi-Man Pun, Yan Li, "FSPT: Foreground Separation Prompt Tuning for Few-Shot Fine-Grained X-ray Classification", IEEE Transactions on Aerospace and Electronic Systems, doi: 10.1109/TAES.2025.3641543. (SCI JCR Q1)

22.Jietao Yang, Miaoshan Lin, Guoheng Huang*, Xuhang Chen, Xiaofeng Zhang, Xiaochen Yuan, Chi-Man Pun, Bingo Wing-Kuen Ling, "QWNet: A Quaternion Wavelet Network for Spatial-Frequency Aware Multi-Modality Image Fusion", Neural Networks, Volume 196, 2026, 108364, ISSN 0893-6080, https://doi.org/10.1016/j.neunet.2025.108364. (SCI JCR Q1)

23.Ying Wang, Guoheng Huang, Xueyuan Gong, Xinxin Wang, Xiaochen Yuan*, “PASA: Progressive-Adaptive Spectral Augmentation for Automated Auscultation in Data-Scarce Environments", Proceedings of the AAAI Conference on Artificial Intelligence, (Accpted) (CCF-A)

24.Hongjie Jiang, Yongcheng Zong, Guoheng Huang, Sibo Qiao, Shanshan Wang*, Peipeng Liang, Michael Kwok-Po Ng and Shuqiang Wang, "Unified Brain Network Representation Learning via Adaptive Multimodal Fusion for Alzheimer's Disease Analysis," in IEEE Transaction on Emerging Topics in Computational Intelligence, doi: 10.1109/TETCI.2025.3619586. (SCI JCR Q1)

25.Zhicheng Liu, Guoheng Huang*, Lianglun Cheng, Bingo Wing-Kuen Ling*, Yan Li, Xiaofeng Zhang, Guo Zhong*, Chi-Man Pun, "IDR-GS: Identity-Driven Reconstruction via 3D Gaussian Splatting for Cloth-Changing Person Re-identification", IEEE Transactions on Consumer Electronics, DOI: 10.1109/TCE.2025.3627238. (SCI JCR Q1)

26.Yunlong Liao, Yiting Lin, Zheng Xing, Qiutong Li, Guoheng Huang, Donglong Chen, Xiaochen Yuan*, "Using 3D-LMM-Based Encryption to Secure Digital Images with 3D S-box and Fibonacci Q-Matrix", in IEEE Internet of Things Journal, doi: 10.1109/JIOT.2025.3624032. (SCI JCR Q1)

27.Yan Xiang, Kaiqi Zhao, Zhenghong Yu, Xiaochen Yuan*, Guoheng Huang, Jinyu Tian,and Jianqing Li*, "DFFormer: Capturing Dynamic Frequency Features to Locate Image Manipulation through Adaptive Frequency Transformer and Prototype Learning," in IEEE Transactions on Circuits and Systems for Video Technology, doi: 10.1109/TCSVT.2025.3601659. (SCI JCR Q1)

28.Yue Chen, Guoheng Huang*, Xianglian Liao, Xiaochen Yuan, Bingo Wing-Kuen Ling, An Zeng, Chi-Man Pun, Yan Li*, "HFSA: Heterogeneous Teacher-Student Networks with Frequency-Spatial Fusion and Axial Feature Learning for Industrial Anomaly Detection," IEEE Transactions on Consumer Electronics, vol. 71, no. 4, pp. 9246-9260, Nov. 2025, doi: 10.1109/TCE.2025.3615986. (SCI JCR Q1)

29.Fan Wang, Xiaochen Yuan*, Guoheng Huang, Chan-Tong Lam, Sio-Kei Im, "LungScope: An Intelligent Embedded System With a Lightweight Model for Real-Time Lung Sound Analysis," in IEEE Transactions on Instrumentation and Measurement, vol. 74, pp. 1-12, 2025, Art no. 2546512, doi: 10.1109/TIM.2025.3604924. (SCI JCR Q1)

30.Zhiyao Xie, Xiaochen Yuan*, Chan-Tong Lam, Guoheng Huang, Nuno Lourenço, "A noise-assistant network for tampering detection via inconspicuous feature enhancement and multi-perspective perception", Expert Systems with Applications, Volume 296, Part C, 2026, 129089, ISSN 0957-4174, https://doi.org/10.1016/j.eswa.2025.129089. (SCI JCR Q1)

31.Jianwen Huang, Guoheng Huang*, Fuchen Zheng, Guanghui Yue, Chi-Man Pun, Ka-Cheng Choi, Lianglun Cheng, "DGLL:A Hybrid Global-Local Feature Learning Network for Precise Tooth Landmark Detection", 2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), Wuhan, China, 2025, pp. 3698-3703. (CCF-B)

32.Yumian Yu, Guoheng Huang*, Ze Tan, Chi-Man Pun, Fuchen Zheng, Shiqiang Ma, Shuqiang Wang, "MPCM-RRG: Multi-modal Prompt Collaboration Mechanism for Radiology Report Generation", Journal of Biomedical Informatics, Volume 170, 2025, 104912, ISSN 1532-0464, https://doi.org/10.1016/j.jbi.2025.104912. (SCI JCR Q2)

33.Yuxuan Lai, Guoheng Huang*, Lianglun Cheng, Xuhang Chen, Xiaochen Yuan, Guo Zhong, Chi-Man Pun, "NiDNeXt: Cross-Channel Interactive And Multi-Scale Fusion for Nighttime Dehazing", Measurement Science and Technology, Volume 36, Number 7.DOI 10.1088/1361-6501/adea8d. (SCI JCR Q1)

34.Zijin Lin, Guoheng Huang*, Ming Li, Xiaochen Yuan, Guanghui Yue, Chi-Man Pun, Lianglun Cheng, “SFCANet: Channel Attention in Spatial-Frequency Domain for Infrared Small Target Detection”, IEEE Transactions on Aerospace and Electronic Systems, doi: 10.1109/TAES.2025.3577586. (SCI JCR Q1)

35.Zihao Dai, Guoheng Huang*, Yan Li*, Jianbin He, Xiaochen Yuan, Chi-Man Pun, Guo Zhong*, Bingo Wing-Kuen Ling, Yaopan Wu*, and Jiao Li*, "IPGRN: An Integrated Progressive Gated Refinement Network for Breast Tumor Analysis", IEEE Transactions on Consumer Electronics, doi: 10.1109/TCE.2025.3571865. (SCI JCR Q1)

36.Zijin Lin, Guoheng Huang*, Zhuoheng Chen, Yan Li, Xiaochen Yuan, Chi-Man Pun, Lianglun Cheng, "Multiscale Frequency-Guided Image Analyses for Mixed-Modality Medical Image Segmentation", IEEE Transactions on Instrumentation & Measurement, doi: 10.1109/TIM.2025.3562983. (SCI JCR Q1)

37.Quanjun Li, Qian Li, Bingo Wing-Kuen, Chi-Man Pun, Guoheng Huang*, Xiaochen Yuan, Guo Zhong*, Sarra Ayouni and Jianwu Chen, "DPPAD-IE: Dynamic Polyhedra Permutating and Arnold Diffusing Medical Image Encryption Using 2D Cross Gaussian Hyperchaotic Map", IEEE Transactions on Consumer Electronics, doi: 10.1109/TCE.2025.3547429. (SCI JCR Q1)

38.Shuqiang Wang, Tong Zhou, Yanyan Shen, Ye Li, Guoheng Huang, Yong Hu, "Generative AI Enables EEG Super-Resolution via Spatio-Temporal Adaptive Diffusion Learning," in IEEE Transactions on Consumer Electronics, doi: 10.1109/TCE.2025.3528438. (SCI JCR Q1)

39.Tong Liu, Xiaochen Yuan*, Zhiyao Xie, Kaiqi Zhao, Guoheng Huang, Chi-Man Pun, "A Two-Phase Scheme by Integration of Deep and Corner Feature for Balanced Copy-Move Forgery Localization", in IEEE Transactions on Industrial Informatics, doi: 10.1109/TII.2024.3476541. (SCI JCR Q1)

40.Shucheng Ji, Xiaochen Yuan*, Junqi Bao, Tong Liu, Yang Lian, Guoheng Huang, "PFPS: Polymerized Feature Panoptic Segmentation Based on Fully Convolutional Networks," in IEEE Transactions on Emerging Topics in Computational Intelligence, doi: 10.1109/TETCI.2024.3515004. (SCI JCR Q1)

41.Zhanjun Jin, Guoheng Huang*, Feng Zhang, Xiaochen Yuan, Dingzhou Zhu, Zhe Tan, Chi-Man Pun, Guo Zhong, "SQ-ViT: A Multi-scale Vision Transformer With Quaternion For Endoscopic Images Classification", IEEE Transactions on Consumer Electronics. doi: 10.1109/TCE.2024.3518755. (SCI JCR Q1)

42.Jietao Yang, Guoheng Huang*, Yanzhang Luo, Xiaofeng Zhang, Xiaochen Yuan, Xuhang Chen, Chi-Man Pun, Muyan Cai, "TCIA: A Transformer-CNN Model with Illumination Adaptation for Enhancing Cell Image Saliency and Contrast", lEEE Transactions on lnstrumentation & Measurement. doi: 10.1109/TIM.2025.3527542. (SCI JCR Q1)

43.Yan Xiang, Xiaochen Yuan*, Kaiqi Zhao, Tong Liu, Xie, Zhiyao Xie, Guoheng Huang, Jianqing Li, "Image Manipulation Localization Using Dual-Shallow Feature Pyramid Fusion and Boundary Contextual Incoherence Enhancement", IEEE Transactions on Emerging Topics in Computational Intelligence, doi: 10.1109/TETCI.2024.3500025. (SCI JCR Q1)

44.Jiahong Chen, Guoheng Huang*, Xiaochen Yuan, Guo Zhong, Zhe Tan, Chi-Man Pun, Qi Yang, "Visual-linguistic Diagnostic Semantic Enhancement for medical report generation", Journal of Biomedical Informatics, Volume 161, 2025, 104764, https://doi.org/10.1016/j.jbi.2024.104764. (SCI JCR Q2)

45.Dingzhou Zhu, Guoheng Huang*, Xiaochen Yuan, Xuhang Chen, Guo Zhong,    Chi-Man Pun, and Jie Deng, "FAQNet: Frequency-Aware Quaternion Network for Endoscopic Highlight Removal", IEEE International Conference on Bioinformatic and Biomedicine, Lisbon, Portugal, 2024, pp. 1408-1413, doi: 10.1109/BIBM62325.2024.10822449. (CCF-B)

46.Yejing Huo, Guoheng Huang*, Lianglun Cheng, Jianbin He, Xuhang Chen, Xiaochen Yuan, Guo Zhong, Chi-Man Pun. "IMAN: An Adaptive Network for Robust NPC Mortality Prediction with Missing Modalities" IEEE International Conference on Bioinformatic and Biomedicine, Lisbon, Portugal, 2024, pp. 1408-1413, doi: 10.1109/BIBM62325.2024.10822449. (CCF-B)

47.Junqing Huang, Xiaochen Yuan, Chan-Tong Lam, Wei Ke, Guoheng Huang, "Large kernel convolution application for land cover change detection of remote sensing images", International Journal of Applied Earth Observation and Geoinformation, Volume 132, 2024, 104077, ISSN 1569-8432, https://doi.org/10.1016/j.jag.2024.104077. (SCI JCR Q1)

48.Xiaohong Li, Guoheng Huang*, Lianglun Cheng, Guo Zhong, Weihuang Liu, Xuhang Chen, Muyan Cai "Cross-Domain Visual Prompting with Spatial Proximity Knowledge Distillation for Histological Image Classification", Journal of Biomedical Informatics, Volume 158, 2024, 104728, ISSN 1532-0464, https://doi.org/10.1016/j.jbi.2024.104728.  (SCI JCR Q2)

49.Yu Wang, Guoheng Huang*, Zeng Lu, Ying Wang, Xuhang Chen, Xiaochen Yuan, Yan Li*, Liujie Ni*, Ying Ping Huang*. "HEDN: multi-oriented hierarchical extraction and dual-frequency decoupling network for 3D medical image segmentation", Medical & Biological Engineering & Computing, https://doi.org/10.1007/s11517-024-03192-y. (SCI JCR Q2)

50.Xueming Yan, Guo Zhong*, Yaochu Jin, Xiaohua Ke, Fenfang Xie, Guoheng Huang, "Binary spectral clustering for multi-view data", Information Sciences, Volume 677, 2024, 120899, ISSN 0020-0255, https://doi.org/10.1016/j.ins.2024.120899. (SCI JCR 1)

51.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, DOI: 10.1109/TETCI.2024.3449877. (SCI JCR Q1)

52.Jingchao Wang, Guoheng Huang, Guo Zhong, Xiaochen Yuan, Tongxu Lin, Chi-Man Pun, Fenfang Xie, "The Structure-sharing Hypergraph Reasoning Attention Module for CNNs",  Expert Systems With Applications, Volume 259, 2025, 125240, ISSN 0957-4174, https://doi.org/10.1016/j.eswa.2024.125240. (SCI JCR Q1)

53.Hao Tang, Guoheng Huang*, Lianglun Cheng, Xiaochen Yuan, Qi Tao, Xuhang Chen, Guo Zhong, Xiaohui Yang, "RM-UNet: UNet-like Mamba with Rotational SSM Module for Medical Image Segmentation", Signal, Image and Video Processing. https://doi.org/10.1007/s11760-024-03484-8. (SCI JCR Q3)

54.Fan Wang, Xiaochen Yuan*, Junqi Bao, Chan-Tong Lam, Guoheng Huang, Hai Chen, "OFGST-Swin: Swin Transformer utilizing Overlap Fusion-based Generalized S-Transform for Respiratory Cycle Classification," in IEEE Transactions on Instrumentation and Measurement, doi: 10.1109/TIM.2024.3428637. (SCI JCR Q1)

55.Junqing Huang, Xiaochen Yuan*, Chan-Tong Lam and Guoheng Huang, "F3Net: Feature Filtering Fusing Network for Change Detection of Remote Sensing Images," in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 17, pp. 10621-10635, 2024, doi: 10.1109/JSTARS.2024.3405971. (SCI JCR Q1)

56.Hao Li, Guoheng Huang*, Xiaochen Yuan, Zewen Zheng, Xuhang Chen, Guo Zhong*, Chi-Man Pun "PSANet: Prototype-guided Salient Attention for Few-Shot Segmentation", The Visual Computer, https://doi.org/10.1007/s00371-024-03582-1. (SCI JCR Q2)

57.Xinyi Liu, Guoheng Huang*, Xiaochen Yuan*, Zewen Zheng, Guo Zhong, Xuhang Chen,Chi-Man Pun, "Weakly supervised semantic segmentation via saliency perception with uncertainty-guided noise suppression", The Visual Computer. The Visual Computer, 2024: 1-16. https://doi.org/10.1007/s00371-024-03574-1. (SCI JCR Q2)

58.Huanbai Liu, Fanlong Zhang*, Yin Tan, Lian Huang, Yan Li, Guoheng Huang, Shenghong Luo, and An Zeng, "Multi-scale Quaternion CNN and BiGRU with Cross Self-attention Feature Fusion for Fault Diagnosis of Bearing", Measurement Science and Technology, Volume 35, Number 8, 2024. DOI: 10.1088/1361-6501/ad4c8e. (SCI JCR Q1)

59.Zhizhen Zhou, Yejing Huo, Guoheng Huang*, An Zeng, Xuhang Chen, Lian Huang, Zinuo Li, "QEAN: Quaternion-Enhanced Attention Network for Multi-modal Dance Synthesis", The Visual Computer, (2024). https://doi.org/10.1007/s00371-024-03376-5. (SCI JCR Q2)

60.Jielun Huang, Guoheng Huang*, Xiaochen Yuan, Fenfang Xie and Guo Zhong, “Black-box Reversible Adversarial Examples with Invertible Neural Network", Image and Vision Computing, 2024, 105094, ISSN 0262-8856, https://doi.org/10.1016/j.imavis.2024.105094.  (SCI JCR Q1)

61.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)

62.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", Proceedings of the AAAI Conference on Artificial Intelligence, 38(7), 7597-7604. https://doi.org/10.1609/aaai.v38i7.28592. (CCF-A)

63.Zhanbin Zhang, Wing-Kuen Ling*, Guoheng Huang, "Joint principal component analysis and supervised k means algorithm via non-iterative analytic optimization approach", IEEE Transactions on Signal Processing. doi: 10.1109/TSP.2024.3365944. (SCI JCR Q1)

64.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 Q1)

65.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)

66.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)

67.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 Q1)

68.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)

69.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)

70.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 Q1)

71.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. vol. 73, pp. 1-14, 2024, Art no. 5003714, doi: 10.1109/TIM.2023.3341131. (SCI JCR Q1)

72.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, vol. 27, no. 12, pp. 5982-5993, Dec. 2023, doi: 10.1109/JBHI.2023.3320953. (SCI JCR Q1)

73.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, https://doi.org/10.1016/j.knosys.2023.111277. (SCI JCR Q1)

74.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 Q1)

75.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)

76.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 Q1)        

77.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)

78.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)

79.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 Q1)

80.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 Q1)

81.Jiaying Lan, Fenghua Ye*, 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)

82.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)

83.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)

84.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)

部分项目

1.广东自然科学基金面上项目,2026A1515010964,模态缺失下的轻量化诊疗报告生成研究,2026/01-2028/12,主持。

2.广东省机场集团物流有限公司--广东工业大学“智慧物联实验室”,2023/06-至今,主持。

3.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。

4.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。

5.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。

6.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。

7.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。

8.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。

9.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。

10.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。

11.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。

12.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,2018/01-2020/12,参与。

13.国防军工办高分专项,83-Y40G33-9001-18/20大南海区域广东高分大数据平台与应用示范项目,2017/07-2020/07,参与。

知识产权


已经有41项发明专利授权:

1.一种基于注意力和图卷积的多模态鼻咽癌图像分割方法夏霆坚、黄国恒、王嘉怡、邓戈龙、杨琦、林超ZL202210817199.1

2.一种基于自监督对比学习的复杂纹理及图案色差检测方法程良伦曾炜峰黄国恒ZL202210362124.9

3.一种图像瑕疵检测方法程良伦郑侠聪吴文昊黄国恒ZL202210279053.6

4.基于超像素主动学习和半监督学习策略的图像瑕疵分割方法程良伦胡文韬吴文昊黄国恒ZL202210468960.5

5.一种用于阴道管的协同分割方法和系统,郑志鹏、黄国恒、谭政光、冯周乐、肖子诺,ZL202411915390.5

6.一种多模态阿尔茨海默病病理图像分类方法,赵钦、黄国恒,ZL202211573417.8

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

8.一种基于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

9.一种行人重识别方法、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

10.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

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

12.一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

13.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

14.一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

15.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

16.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

17.一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

18.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

19.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

20.一种基于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

21.一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

22.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

23.一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

24.一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,ZL201910640682.5o

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

26.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,ZL201910620017.X

27.一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

28.一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

29.一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

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

31.一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

32.一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

33.一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

34.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

35.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

36.一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

37.三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

38.一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

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

40.一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

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


另外,授权30项软件著作权登记。


社团活动

作为广东工业大学Reality游戏开发社指导老师

教学活动

本科课程:Artificial Intelligence(全英)人工智能基础:科学与工程

医学图像处理生物医学信号处理

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/








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