陈钰嘉 副教授
研究方向：
样本受限场景下图像分割算法研究
人工智能在智慧交通中的应用
多源异构数据融合与应用
科研项目：
国家重点研发计划课题：低空飞行全域环境风险量化测评关键技术和标准研究与应用（2024YFF0617400，参与）
国家自然科学青年基金项目：面向地表覆盖分类的逆物理耦合遥感影像理解机制（42301411，参与）
新疆维吾尔自治区自然科学面上基金：成像物理解耦驱动的跨域遥感地表覆盖分类方法（2023D01A101，参与）
通用XX生成技术（部委级项目，参与）
全国1米地表覆盖分类制图（2023遥感领域十大进展之一）
全国矿山环境恢复治理状况遥感地质调查与监测（航空物探遥感中心，参与）
武夷山地区1:5万资源环境要素遥感调查（南京地质调查中心，核心技术人员）
台湾海峡活动断裂遥感调查与监测（南京地质调查中心，参与）
期刊论文：
Yujia Chen, Guo Zhang, Hao Cui, Xue Li, Shasha Hou, Zhigang Xie, Deren Li. Superpixel aware credible dual-expert learning for land cover mapping using historical land cover map. ISPRS Journal of Photogrammetry and Remote Sensing, 2025 ,223, 296-316.
Yujia Chen, Hao Cui, Guo Zhang, Xue Li, Zhigang Xie, Haifeng Li, Deren Li. Sparseormer: A Credible Dual-CNN Expert-Guided Transformer for Remote Sensing Image Segmentation With Sparse Point Annotation. IEEE Transactions on Geoscience and Remote Sensing, 2025, 63, 1-16.
Yujia Chen, Guo Zhang, Hao Cui, Xue Li, Shasha Hou, Jinhao Ma, Zhijiang Li, Haifeng Li, Huabin Wang. A novel weakly supervised semantic segmentation framework to improve the resolution of land cover product. ISPRS Journal of Photogrammetry and Remote Sensing, 2023,196, 73-92.
Hao Cui, Guo Zhang, Yujia Chen*, Xue Li, Shasha Hou, Haifeng Li, Xiaolong Ma,Na Guan, Xuemin Tang. Knowledge evolution learning: A cost-free weakly supervised semantic segmentation framework for high-resolution land cover classification. ISPRS Journal of Photogrammetry and Remote Sensing, 2024, 207,74-91.
Yujia Chen, Shufang Tian. Feature-Level Fusion between Gaofen-5 and Sentinel-1A Data for Tea Plantation Mapping. Forests, 2020, 11(12), 1357.
Yujia Chen, Shufang Tia. Comparison of pixel- and object-based image analysis for tea plantation mapping using hyperspectral GF-5 and SAR data. Journal of Applied Remote Sensing,2020,14,044516.
Yujia Chen, Shufang Tian. Evaluation of Mine Exploitation Intensity Based on Topsis and BP Neural Network: A Case Study in Fujian Province, China. 2019 IEEE International Geoscience and Remote Sensing Symposium, 6437-6440.
陈钰嘉, 田淑芳.矿山地质环境评价中最佳评价尺度确定方法的研究及应用.现代地质,2020,34(03):626-634.
Xue Li, Guo Zhang, Hao Cui, Shasha Hou, Yujia Chen, Zhijiang Li, Haifeng Li, Huabin Wang. Progressive fusion learning: A multimodal joint segmentation framework for building extraction from optical and SAR images[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2023, 195, 178-191.
Xue Li, Guo Zhang, Hao Cui, Shasha Hou, Shunyao Wang, Xin Li, Yujia Chen, Zhijiang Li, Li Zhang. MCANet: A joint semantic segmentation framework of optical and SAR images for land use classification[J]. International Journal of Applied Earth Observation and Geoinformation, 2022, 106, 102638.
Qing Guan, Chunyang Zhu, Guo Zhang, Jian Wang, Hao Xiang, Yujia Chen, Hao Cui. Association of land urbanization and type 2 diabetes mellitus prevalence and mediation of greenness and physical activity in Chinese adults[J]. Environmental Pollution, 2023, 337, 122579.
Shasha Hou, Guo Zhang, Hao Cui, Xue Li, Yujia Chen, Haifeng Li, Huabin Wang, Xiaolong Ma. Stable Prototype-Guided Single-Temporal Supervised Learning for Change Detection and Extraction of Building[J]. IEEE Transactions on Geoscience and Remote Sensing, 2023, 61, 1-22.
Weiling Liu, Hao Cui, Yonghua Jiang, Guo Zhang, Xinghua Li, Haifeng Li, Yujia Chen, Jun Yang. DecRecNet: A Decoupling-Reconstruction Network for Restoring the Missing Information of Optical Remote Sensing Images[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2023, 16, 9777-9801.
著作、教材：
高分辨率遥感影像智能解译从理论到工程，排名第五，正在出版中
专利：
基于知识一致性约束的跨分辨率土地覆盖分类方法和系统技术方案. (第一发明人，实中‑实审)
荣誉奖励：
北京市优秀毕业生
武汉大学优秀研究生
武汉大学测绘遥感信息工程国家重点实验室优秀毕业生
武汉大学一等学业奖学金
本科、硕士国家奖学金
希尔威矿业奖学金
中国地质大学（北京）学风标兵
中国地质大学（北京）优秀硕士毕业论文
地理信息科技进步一等奖
社会兼职：
《ISPRS Journal of Photogrammetry and Remote Sensing》审稿人
《IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing》审稿人
《2025 The International Geoscience and Remote Sensing Symposium》审稿人
《Sensing and Imaging》审稿人
《Earth Science Informatics》审稿人
