李海燕

社会兼职

IEEE Senior Member, 长期担任国际SCI高质量期刊Knowledge-Based Systems、IEEE Transactions on Circuits and Systems for Video Technology、Applied Intelligence、Expert Systems with Applications等30余个国际期刊的审稿人或编辑。

研究领域

人工智能、图像处理。

研究概况

李海燕博士，教授，博士生导师，IEEE Senior Member, 入选云南省科技兴滇创新人才计划“教学名师”,入选云南大学“中青年骨干教师培养计划”。获比利时鲁汶大学硕士学位，美国田纳西大学访问学者。
主要从事人工智能、模式识别和图像处理方面的研究工作。主持及参与各类科研项目近20余项，其中主持国家自然科学基金项目2项；发表学术论文100余篇，其中SCI EI检索70余篇。近三年以通信作者及第一作者发表SCI及EI期刊论文38篇，累计影响因子116.131。出版教材专著4部，获得云南省自然科学进步二等奖1项。申请国家发明专利5项，授权计算机软件著作权3项，指导本科生生参加美国及全国数学建模竞赛获国际、国家及省级奖120余项，获云南大学“伍达观优秀教师奖”。

研究课题

1. 国家自然科学基金项目 “基于视觉感知及语义认知的云南边境多模态目标监测与追踪技术研究” ,2023.1-2026.12。

2. 国家自然科学基金项目 “女性乳腺癌手掌特征提取及其其感性研究” ,2016.1-2019.12。

3. 云南省科技兴滇创新人才“教学名师”, 2020.1-2024.12。

奖励与荣誉

1. 云南省自然科学奖二等奖，超声多普勒动脉管壁血流信息及相关特征提取研究， 2012

2. 云南省级教学成果二等奖，“地方综合性大学电子信息类学生科技创新能力培养体系构建与实践”， 2017

学术成果

近五年指导以第一作者（通讯作者）发表SCI、EI期刊论文48篇，累计影响因子168.349

[1] Guanbo Wang, Haiyan Li*(唯一通讯作者), Peng Li, Xun Lang, Yanling Feng, Zhaisehng Ding, Shidong Xie, M4SFWD: A Multi-Faceted synthetic dataset for remote sensing forest wildfires detection, Expert Systems with Applications, Volume 248(15), 2024, 123489, ISSN 0957-4174, https://doi.org/10.1016/j.eswa.2024.123489. （SCI 中科院一区TOP IF=8.5 ）

[2] Guanbo Wang, Haiyan Li *(唯一通讯作者), Qing Xiao, Pengfei Yu, Zhaisheng Ding, Zongshan Wang, Shidong Xie, Fighting against forest fire: A lightweight real-time detection approach for forest fire based on synthetic images, Expert Systems with Applications, Volume 262, 2025, 125620, https://doi.org/10.1016/j.eswa.2024.125620. （SCI 中科院一区TOP IF=8.5 ）

[3] Guanbo Wang, Haiyan Li *(唯一通讯作者), Victor Sheng, Yujun Ma, Hongwei Ding, Hongzhi Zhao l, DPMNet: A Remote Sensing Forest Fire Real-time Detection Network Driven by Dual Pathways and Multidimensional Interactions of Features, IEEE Transactions on Circuits and Systems for Video Technology.2024, 3462432.（SCI 中科院一区TOP IF=8.3 ）

[4] Guanbo Wang, Haiyan Li *(唯一通讯作者), Shuhua Ye, Hongzhi Zhao, Hongwei Ding, Shidong Xie. RFWNet: A Multi-scale Remote Sensing Forest Wildfire Detection Network with Digital Twinning Adaptive Spatial Aggregation and Dynamic Sparse Features, IEEE Transactions on Geoscience and Remote Sensing.2024, 3412112. （SCI 中科院一区TOP IF=8.2 ）

[5] Jie Cai, Haiyan Li*(唯一通讯作者), Mingchuan Tan, Bingbing He, Wenbing lv, Hongsong Li, Cross-modal generalizable medical image segmentation with dual-domain deformable transformer and multitask adaptation, Expert Systems with Applications, 2025, 127249, ,https://doi.org/10.1016/j.eswa.2025.127249. （SCI 中科院一区TOP IF=8.5 ）

[6] Yitong Fu, Haiyan Li*(唯一通讯作者), Yujiao Wang, Wenbing Lv, Bingbing He, Pengfei Yu,EGNL-FAT: An Edge-Guided Non-Local network with Frequency-Aware transformer for smoke segmentation,Expert Systems with Applications, Volume 280, 2025, 127621, https://doi.org/10.1016/j.eswa.2025.127621. （SCI 中科院一区TOP IF=8.5 ）

[7] Shidong Xie, Haiyan Li *(唯一通讯作者), Yongsheng Zang, Jinde Cao, Dongming Zhou, Mingchuan Tan, Zhaisheng Ding, Guanbo Wang, SCDFuse: A semantic complementary distillation framework for joint infrared and visible image fusion and denoising, Knowledge-Based Systems, Volume 315, 2025, 113262, ISSN 0950-7051, https://doi.org/10.1016/j.knosys.2025.113262. （SCI 中科院一区TOP IF=8.8 ）

[8] Lili Wang, Haiyan Li *(唯一通讯作者), Francois Siewe, Wenjun Ming, Hongsong Li, Forest Fire Detection Utilizing Ghost Swin Transformer with Attention and Auxiliary Geometric Loss, Digital Signal Processing,2024,104662,https://doi.org/10.1016/j.dsp.2024.104662. （SCI 中科院三区 IF=2.92）

[9] Xu Mao, Haiyan Li *(唯一通讯作者), Xiangxian Li, Chongbin Bai, Wenjun Ming, C2E-Net: Cascade attention and context-aware cross-level fusion network via edge learning guidance for polyp segmentation, Computers in Biology and Medicine, Volume 185, 2025, 108770, https://doi.org/10.1016/j.compbiomed.2024.108770. （SCI 中科院二区 TOP IF=6.698 ）

[10] Junran Qian, Xudong Xiang, Haiyan Li *(唯一通讯作者), Shuhua Ye, Hongsong Li, MBF-Net:Multi-scale Boundary-Aware Aggregation for Bi-directional Information Exchange and Feature Reshaping for Medical Image Segmentation, Digital Signal Processing, 2024, 104885, https://doi.org/10.1016/j.dsp.2024.104885. （SCI 中科院三区 IF=2.92）

[11] Jie Cai, Haiyan Li *(唯一通讯作者), Habib Zaidi, Hao Zhou, Yaqun Huang, Dual path transformer with element-wise attention and group cross-aggregation network for medical image segmentation, Computers and Electrical Engineering, Volume 122, 2025, 109928, https://doi.org/10.1016/j.compeleceng.2024.109928. （SCI 中科院三区 IF=4）

[12] Li Haiyan, Cao Yonghui, Guo Lei, Chen Quan, Ding Zhaisheng, Xie Shidong, FADSiamNet: feature affinity drift siamese network for RGB-T target tracking. International Journal of Machine Learning and Cybernetics (2024). https://doi.org/10.1007/s13042-024-02420-z. （SCI 中科院三区 IF=3.1）

[13] Haiyan Li, Zhixin Wang, Zheng Guan, Jiarong Miao, Weihua Li, Pengfei Yu, Carlos Molina Jimenez, UCFNNet: Ulcerative colitis evaluation based on fine-grained lesion learner and noise suppression gating, Computer Methods and Programs in Biomedicine, Volume 247, 2024, 108080, https://doi.org/10.1016/j.cmpb.2024.108080. （SCI 中科院二区TOP IF=6.1 ）

[14] Haiyan Li, Renchao Qiao, Pengfei Yu, Haijiang Li, Mingchuan Tan, CTHD-Net: CNN-Transformer hybrid dehazing network via residual global attention and gated boosting strategy, Journal of Visual Communication and Image Representation, Volume 99, 2024, 104066, https://doi.org/10.1016/j.jvcir.2024.104066. （SCI 中科院四区 IF=2.8 ）

[15] Shidong Xie, Haiyan Li*(唯一通讯作者), Zhengyu Wang, Dongming Zhou, Zhaisheng Ding, Yanyu Liu, MSMFF:progressive series-parallel modality feature filtering framework for infrared and visible image fusion. Digital Signal Processing, 134,2023,103881, https://doi.org/10.1016/j.dsp.2022.103881.（SCI 中科院三区 IF=2.92）

[16] Zhaisheng Ding, Haiyan Li*(唯一通讯作者), Dongming Zhou,Yanyu Liu, Ruichao Hou. Multi-spectral color vision fusion jointly with two-stream feature interaction and color transformation network, Digital Signal Processing, 133,2023,103875, https://doi.org/10.1016/j.dsp.2022.103875. （SCI 中科院三区 IF=2.92 ）

[17] Haiyan Li, Yingqing Song, Haijiang Li, Zhengyu Wang, Semantic Prior-driven Fused Contextual Transformation Network for Image Inpainting, Journal of Visual Communication and Image Representation,91,2023,103777, https://doi.org/10.1016/j.jvcir.2023.103777.（SCI 中科院三区 IF= 2.887） 

[18] Zhaisheng Ding, Haiyan Li*(唯一通讯作者), Yi Guo, Dongming Zhou, Yanyu Liu, Shidong Xie. M4FNet: Multimodal medical image fusion network via multi-receptive-field and multi-scale feature integration, Computers in Biology and Medicine. Vol.159,2023, 106923, https://doi.org/10.1016/j.compbiomed.2023.106923. (SCI  中科院二区 TOP IF=6.698 )

[19] Haiyan Li, Lei Yang, Jiarong Miao, Pengfei Yu and Fuhua Ge，MCE-Net: polyp segmentation with multiple branch series-parallel attention and channel interaction via edge distribution guidance, Physics in medicine and biology (2023) 68(13). https://doi.org/10.1088/1361-6560/ac8b60 (SCI 中科院二区 IF=4.174）

[20] Haiyan Li, Zhixin Wang, Wei Shen, Huilin Li, Hongsong Li, Pengfei Yu, SSCK-Net: Spine segmentation in MRI based on cross attention and key-points recognition-assisted learner, Biomedical Signal Processing and Control, Volume 86, Part C, 2023, 105278, https://doi.org/10.1016/j.bspc.2023.105278. （SCI 中科院二区 IF=5.076）

[21] Haiyan Li, Peng Zeng, Chongbin Bai, Wei Wang, Ying Yu, Pengfei Yu, PMJAF-Net: Pyramidal multi-scale joint attention and adaptive fusion network for explainable skin lesion segmentation, Computers in Biology and Medicine, Volume 165,2023, 107454, https://doi.org/10.1016/j.compbiomed.2023.107454. (SCI 中科院二区 TOP IF=6.698 )

[22] Haiyan Li, Jiayu Ding, Xin Shi, Qi Zhang, Pengfei Yu and Hongsong Li2, D-SAT: dual semantic aggregation transformer with dual attention for medical image segmentation, Physics in medicine and biology (2023) 68(14). https://doi.org/10.1088/1361-6560/acf2e5 (SCI 中科院二区 IF=4.174)

[23] Haiyan Li, Yongqiang Han, Lei Guo, Mingchuan Tan, Liping Zhou, LKDA-GAN: Cross-modality image synthesis via Generative Adversarial Network aggregating large kernel decomposable attention bottleneck block, Computer Vision and Image Understanding, 237,2023, 103856, ,https://doi.org/10.1016/j.cviu.2023.103856.  (SCI  中科院三区 IF=4.5）

[24] Haiyan Li, Yongqiang Han, Jun Chang, Liping Zhou, Hybrid generative adversarial network based on a mixed attention fusion module for multi‑modal MR image synthesis algorithm. International Journal of Machine Learning and Cybernetics, 2023, https://doi.org/10.1007/s13042-023-02019-w (SCI中科院三区 IF=3.1）

[25] Haiyan Li, Peng Shaoling, Lang Xun, Ye Shuhua, Li Hongsong. Spatial-guided informative semantic joint transformer for single-image deraining. Journal of Supercomputing, (2023). https://doi.org/10.1007/s11227-023-05697-z ( SCI 中科院三区 IF=3.3)

[26] HaiyanLi, Wang Xu, Tang Yiyin, Ye Shuhua. BCUIS-Net: A breast cancer ultrasound image segmentation network via boundary-aware and shape feature fusion. International Journal of Imaging Systems and Technology. 2023:e23011. http://doi.org/10.1002/ima.23011 ( SCI 中科院四区 IF=3.3)

[27] Ding, Zhaisheng, Li, Haiyan*(唯一通讯作者), Zhou Dongming.et al. A robust infrared and visible image fusion framework via multi-receptive-field attention and color visual perception. Applied Intelligence (2022). https://doi.org/10.1007/s10489-022-03952-z  (SCI中科院二区 IF=5.019）

[28] Li Haiyan, Li Wenqing, Chang Jun*, Zhou Liping, et al. Dermoscopy lesion classification based on GANs and a fuzzy rank-based ensemble of CNN models. Physics in medicine and biology (2022). https://doi.org/10.1088/1361-6560/ac8b60 (SCI 中科院 二区TOP IF=4.174） 

[29] Haiyan Li, Xiaofang Dong, Wei Shen *, Fuhua Ge, Hongsong Li. Resampling-based cost loss attention network for explainable imbalanced diabetic retinopathy grading. Computers in Biology and Medicine.149 (2022) 105907. https://doi.org/10.1016/j.compbiomed.2022.105970.( SCI中科院二区 IF=6.698)

[30] Jiting Yang1†¹, Haiyan Li1^†1(共同一作), Jun Wu* , Liang Sun*, Dan Xu, Yuanyuan Wang, Yufeng Zhang, Yue Chen, Lin Chen, Pore texture analysis in automated 3D breast ultrasound images for implanted lightweight hernia mesh identification: a preliminary study, Biomedical engineering online,2021.3,20(21):1-21. (SCI EI 中科院三区 IF= 3.9) 

[31] Zhaisheng Ding, Haiyan Li*(唯一通讯作者), Dongming Zhou, Hongsong Li, Yanyu Liu, Ruichao Hou, CMFA_Net: A Cross-Modal Feature Aggregation Network for Infrared-visible Image Fusion, Infrared Physics & Technology. 118 (2021), 1-13 doi: https:// doi.org/10.1016/j.infrared.2021.103905. （SCI 中科院三区 IF=2.997）

[32] Zhaisheng Ding , Dongming Zhou , Haiyan Li *(唯一通讯作者), Ruichao Hou , Yanyu Liu， Siamese networks and multi-scale local extrema scheme for multimodal brain medical image fusion，Biomedical Signal Processing and Control,68 (2021): 102697. https://doi.org/10.1016/j.bspc.2021.102697 （SCI 中科院二区 IF=5.076）

[33] 李海燕,晁艳静,李海江，郭磊，李红松.并行生成卷积网络图像修复算法[J].国防科技大学学报,2023,45(03):127-135. （EI期刊）

[34] 李海燕,熊立昌,郭磊等.基于U-net边缘生成和超图卷积的两阶段修复算法[J].东北大学学报(自然科学版),2023,44(03):331-339. （EI期刊）

[35] 李海燕,尹浩林,李鹏,周丽萍.基于密集特征推理及混合损失函数的修复算法[J].华南理工大学学报(自然科学版),2023,51(09):99-109. （EI期刊）

[36] 李海燕,尹浩林,钟杏苑，张榆锋. 基于改进知识一致性注意力的图像修复算法[J].华中科技大学学报(自然科学版),2023,51(09):110-117. https://doi.org/10.13245/j.hust.238196. （EI期刊）

[37] 李海燕,宋应清,郭磊，周丽萍，陈泉. 基于残差变换器的并行傅里叶卷积修复算法[J].湖南大学学报(自然科学版),2023,50(08):42-51. https://doi.org/10.16339/j.cnki.hdxbzkb.2023276. （EI期刊）

[38] 李海燕,晁艳静,余鹏飞，上下文信息多样聚合的图像修复算法[J].北京邮电大学学报,2023,46(01):19-25.https://link.cnki.net/doi/10.13190/j.jbupt.2021-317. （EI期刊）

[39] 李海燕，黄和富，郭磊，李海江，陈建华，李红松，基于残缺图像样本的生成对抗网络图像修复方法，北京航空航天大学学报（自然科学版 ），47（10）：1949-1954. 2021.10, 1001-5965 doi:10.13700/j.bh.1001-5965.2020.0374. (EI期刊)

[40] 李海燕，吴自莹，吴俊，李海江，李红松，基于双网络及多尺度判决器的图像修复算法，工程科学与技术，54（5）：240-248，2022.9.  (EI期刊) 

[41] 李海燕; 马艳; 李海江; 郭磊; 李红松，基于改进AlexNet的可变形卷积皮肤病变识别算法，北京理工大学学报，2022,42(03)：297-303.DOI：10.15918/j.tbit1001-0645.2020.242. (EI期刊)

[42] 李海燕 ，陈杰 ，余鹏飞，李海江 ，张榆锋，双重模态文本引导的图像修复算法，北京航空航天大学学报 ,2023,49(10):2547-2557.DOI:10.13700/j.bh.1001-5965.2021.0720. (EI期刊)

[43] 李海燕,吴自莹, 郭磊, 陈建华, 基于混合空洞卷积网络的多鉴别器图像修复, 华中科技大学学报（自然科学版），2021.3，49(3),pp.40-45. (EI期刊)  

[44] 李海燕,马艳,郭磊*,李海江,陈建华,李红松. 基于双判别生成对抗网络的不规则孔洞的图像修复[J]. 西北工业大学学报. 2021.4. 39(2):423-429 (EI期刊) 

[45] 李海燕，王伟华，郭磊，李海江，李红松. BDCN和U-net边缘生成两阶段修复算法. 北京邮电大学学报. 44（5）：125-130， 2021.11. (EI期刊)

[46] 李海燕; 王伟华; 郭磊; 周丽萍. 基于双转移网络的深度特征重排图像修复算法. 华中科技大学学报（自然科学版），2021.7，49(7),pp.74-78. (EI期刊)  CN: 42-1673/C  DOI: 10.13245/j.hust.200505  (EI期刊)

[47] 李海燕,曹永辉,郎恂,李海江.基于孪生网络的特征融合位移RGB-T目标跟踪[J].湖南大学Z学报(自然科学版),2025,52(04):68-78.DOI:10.16339/j.cnki.hdxbzkb.2025267. （EI期刊）

[48] 李海燕,乔仁超,李海江,陈泉.基于全局残差注意力和门控特征融合的CNN-Transformer去雾算法[J].东北大学学报(自然科学版),2025,46(01):26-34. （EI期刊）