黄展超
博士,助理研究员,硕士研究生导师,福建省级高层次人才(C类)。
研究方向:目标检测,模型轻量化计算
电子邮箱:huangzc@fzu.edu.cn
开源代码:[GitHub]
学术论文:[ResearchGate] [Web of Science]
代表性论文:
[1] Zhanchao Huang, Junchao Cai, Wenjun Hong, Weiwang Guan, Jiajun Zhou, Hua Su*, Shou Feng and Ran Tao, "Coastal Aquaculture Pond Recognition via Scale and Boundary Dynamic Awareness Network in Remote Sensing Imagery," in IEEE Transactions on Geoscience and Remote Sensing, vol. 64, pp. 1-19, 2026, Art no. 5600519, doi: 10.1109/TGRS.2025.3646224. (SCI, 一区TOP, IF=8.6) [论文]
[2] Zhanchao Huang, Wei Li, Xiang-Gen Xia, Hao Wang and Ran Tao, "Task-wise Sampling Convolutions for Arbitrary-Oriented Object Detection in Aerial Images," in IEEE Transactions on Neural Networks and Learning Systems, 2025, vol. 36 (3): 5204-5218. (SCI, 一区TOP, IF=10.4) [论文] [代码]
TS-Conv.pdf
[3] Zhanchao Huang, Wei Li, Xiang-Gen Xia and Ran Tao, "A General Gaussian Heatmap Label Assignment for Arbitrary-Oriented Object Detection," in IEEE Transactions on Image Processing, vol. 31, pp. 1895-1910, 2022. (SCI, 一区TOP, IF=11.041, ESI高被引论文) [论文] [代码] [代码解读] [边缘端部署代码] [边缘端部署教程]
GGHL.pdf
[4] Zhanchao Huang, Wei Li, Xiang-Gen Xia, Hao Wang, Feiran Jie and Ran Tao, "LO-Det: Lightweight Oriented Object Detection in Remote Sensing Images," in IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-15, 2022, Art no. 5603515, doi: 10.1109/TGRS.2021.3067470. (SCI, 一区, IF=8.125, ESI高被引论文&热点论文) [论文] [代码]
LO-Det.pdf
[5] Zhanchao Huang, Wei Li, Xiang-Gen Xia, Xin Wu, Zhaoquan Cai and Ran Tao, "A Novel Nonlocal-Aware Pyramid and Multiscale Multitask Refinement Detector for Object Detection in Remote Sensing Images," in IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-20, 2022, Art no. 5601920, doi: 10.1109/TGRS.2021.3059450. (SCI, 一区TOP, IF=8.125, ESI高被引论文) [论文] [代码]
NPMMR-Det.pdf
[6] Zhanchao Huang, Jianlin Wang, Xuesong Fu, Tao Yu, Yongqi Guo and Rutong Wang, "DC-SPP-YOLO: Dense Connection and Spatial Pyramid Pooling Based YOLO for Object Detection," in Information Sciences, vol. 522, 2020, pp. 241–258. (SCI, 一区TOP, IF=8.233, ESI高被引论文&热点论文) [论文]
DC-SPP-YOLO.pdf
[7] Wenjun Hong, Zhanchao Huang*, An Wang, Yuxin Liu, Junchao Cai and Hua Su#, "SeaIceNet: Sea Ice Recognition via Global-Local Transformer in Optical Remote Sensing Images," in IEEE Transactions on Geoscience and Remote Sensing, vol. 62, pp. 1-16, 2024, Art no. 5648216, doi: 10.1109/TGRS.2024.3493121. (SCI, 一区TOP, IF=8.2)
SeaIceNet
[8] Xin Wu, Zhanchao Huang*, Li Wang, Jocelyn Chanussot, Jiaojiao Tian, "Multimodal Collaboration Networks for Geospatial Vehicle Detection in Dense, Occluded, and Large-Scale Events," in IEEE Transactions on Geoscience and Remote Sensing, 2024, doi: 10.1109/TGRS.2024.3379355. (SCI, 一区TOP, IF=8.2) [论文] [代码]
MuDet
[9] Wenjun Hong, Zhanchao Huang*, Yongke Yang, Luping You, Junchao Cai, Jiajun Zhou, Weiwang Guan and Hua Su#, "SI-Mamba: High-Resolution Sea Ice Recognition via RB-NDI Guided State-Space Model," in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 19, pp. 2783-2795, 2026, doi: 10.1109/JSTARS.2025.3648014. (SCI, 二区, IF=5.2)
[10] Hua Su, Yuxin Liu, Zhanchao Huang*, An Wang, Wenjun Hong, Junchao Cai, "Edge-aware transformer for coastal raft aquaculture extraction in optical remote sensing imagery," in International Journal of Digital Earth, vol.18 (1). https://doi.org/10.1080/17538947.2025.2484669. (SCI, 二区, IF=4.9)
[11] Wenjun Hong, Zhanchao Huang*, Yongke Yang, Junchao Cai, Weiwang Guan, Jiajun Zhou, Luping You and Hua Su#, "Color-Robust Sea Ice Change Detection", IEEE Geoscience and Remote Sensing Letters,2025, 22, Art no. 6011605: 1-24, doi: 10.1109/LGRS.2025.3595954. (SCI, 三区, IF=4.4)
[12] Hua Su, Namin Wei, An Wang, Zhanchao Huang*, "Retrieving Chlorophyll-a Concentration in Fujian Coastal Waters via Spectral-Feature Adaptive Clustering", Marine Environmental Research,214, Art no. 107737:1-13,doi: 10.1016/j.marenvres.2025.107737. (SCI, 三区, IF=3.2)
[13] Zhanchao Huang*, Wenjun Hong and Hua Su, "Global-Local Detail Guided Transformer for Sea Ice Recognition in Optical Remote Sensing Images," in IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2024. (EI会议, Oral)
[14] Zhanchao Huang, Wei Li and Ran Tao, "Multimodal Knowledge Distillation for Arbitrary-Oriented Object Detection in Aerial Images," in IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Rhodes Island, Greece, 2023, pp. 1-5, doi: 10.1109/ICASSP49357.2023.10097119. (EI会议) [论文]
DKED.pdf
Poster.pdf
Slides.pdf
Video.mp4
[15] Zhanchao Huang, Wei Li and Ran Tao, "Extracting and Distilling Direction-adaptive Knowledge for Lightweight Object Detection in Remote Sensing Images," in IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Singapore City, Singapore, May, 2022: 2360-2364. (EI会议) [论文]
MKD.pdf
Poster.pdf Slides.pdf
Video.mp4
发明专利:
[1] 全链路模型部署的跨平台轻量化模型旋转目标识别系统,ZL202411782258.1,2026-03-02, 授权.
[2] 一种基于机载光电视频的轻量化旋转目标检测识别方法,ZL202110010819.6,2023-08-25, 授权.
[3] 一种基于知识蒸馏的多模小目标检测方法,ZL202110798886.9,2022-08-30, 授权.
[4] 一种机载光电视频目标智能化检测与识别方法,ZL202010309684.9,2021-01-12, 授权.
[5] 一种小型低飞目标视觉检测跟踪系统及其方法,ZL202010309617.7,2020-12-25, 授权.
科研项目:
[1] 国家自然科学基金青年基金(C类)项目,“面向海洋养殖的高分辨率遥感图像轻量化目标检测方法研究”,2026-2028,主持, 30万元.
[2] 福建省自然科学基金面上项目,“知识与数据协同驱动的近海养殖目标遥感智能检测与识别”,2024-2027,主持, 10万元.
[3] 中国博士后科学基金面上项目,“形态自适应约束的遥感图像近海养殖目标轻量化检测方法研究”,2024-2026,主持, 8万元.
[4] 福建省中青年教师教育科研项目,“基于知识蒸馏的海洋遥感舰船目标检测识别”,2024-2026,主持, 3万元.
[5] 企业委托横向项目,“工业压缩空气管网智能算法技术研究”,2025,主持,60万元.
荣誉奖励:
[1] 中国指挥与控制学会青年人才托举工程, 2025.
[2] 中国电子教育学会优秀博士学位论文提名奖, 2024.
[3] 中国通信学会科学技术奖,自然科学一等奖,“面向应急感知的传存资源协同调度理论与方法”,2024,序4.
[4] 中国指挥与控制学会科学技术奖,技术发明一等奖,“机载光电雷达对空远距弱小目标感知技术及应用”,2023, 序6.
学术竞赛:
[1] ISPRS多模态遥感应用算法智能解译大赛"复杂场景多分辨率可见光影像河湖库水面提取"赛道第2名(指导教师,序1),2024.
[2] 第五届"中科星图杯"国际高分遥感图像解译大赛"面向海洋一号可见光图像中海冰目标监测"赛道第1名,2023.
学术服务:
中国指挥与控制学会青工委委员,中国图象图形学学会遥感图像专委会委员,IEEE会员。《Journal of Beijing Institute of Technology》专刊编辑。IEEE TPAMI、TIP、TCSVT、TGRS、AAAI、ICASSP等期刊和会议审稿人。
学生及毕业去向:
2022级:刘宇欣(某省公务员选调生,发表SCI二区论文1篇,获得研究生特等学业奖学金)
2023级:洪文君(某985高校博士录取,发表SCI一区TOP论文1篇、其他SCI/EI论文3篇,获得国家奖学金)
蔡俊超(某智能机器人企业就业,发表SCI一区TOP论文1篇,获得研究生中期一等学业奖学金)
2024级:官危旺(在读)、周佳俊(在读)
2025级:张欣羽(在读)、罗延召(在读)