Spatiotemporal Deep Learning for Rice Plant Height Estimation from Multi-Temporal UAV RGB Imagery
提出Rice-STNet时空深度学习框架，用多时相无人机RGB影像估算水稻株高。
遥感与农情监测
卫星与无人机遥感、长势监测与产量估测
技术筛选
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Time Series Extrinsic Regression for Smart Agriculture: Field‐Level Crop Yield Prediction From Multisource Agricultural Time Series
将田块级作物产量预测建模为时间序列外回归，比较多源农业时间序列上的神经与非神经方法。
Non-destructive nitrogen estimation in pastures from UAV multispectral imagery using a heterogeneity-driven machine-learning framework
Non-destructive nitrogen estimation in pastures from UAV multispectral imagery using a heterogeneity-driven machine-learning framework。Precision Agriculture
Advances in Information Sensing and Intelligent Monitoring of Field Crops Throughout the Full Growth Cycle（大田作物全生育期信息感知与智能监测研究进展）
综述大田作物全生育期信息感知与智能监测，按生育阶段梳理技术并指出转化不足。
Spatiotemporal evolution and drivers of eco-environmental quality for sustainable rural tourism in China’s Yangtze River Basin: an explainable AI approach
评估长江流域409个乡村旅游村2000-2024年生态环境质量演变并解析驱动机制。
Evaluating vegetation indices for monitoring drought and post-drought declines in European forest productivity
评估12种MODIS植被指数监测欧洲森林干旱及灾后生产力下降的能力。
Mapping and monitoring land usage changes of gum Arabic belt in armed conflict-disturbed areas to support sustainable management of the belt
结合遥感与实地调查，评估苏丹武装冲突干扰下阿拉伯胶带土地覆被变化及胶产量。
Urban Influence on Landscape Transformation and Land Cover Interactions During Urban Expansion (1972–2022): A Remote Sensing and GIS-Based Analysis
基于遥感与GIS分析阿尔及利亚提亚雷特1972—2022年城市扩张对景观与土地覆盖的影响。
Detecting diurnal dynamics of cotton leaf inclination angle under water-salt stress
提出CAPLA无人机点云融合方法，监测水盐胁迫下棉花叶倾角昼夜动态。
Topographic and economic drivers of agricultural–ecological coupling in Gansu Province: spatial differentiation and threshold effects
基于县域遥感与统计指标，揭示甘肃农业-生态耦合的时空分异及地形经济阈值。
AgriMAC: An Attention Based Multimodal Deep Clustering Framework for Rice Health Assessment
提出无监督多模态聚类框架AgriMAC，融合无人机NDVI、IoT土壤与气象数据评估水稻健康。
基于无人机多光谱图像和VGG21模型的小麦渍害调控效果识别方法
用无人机多光谱图像和VGG21模型识别小麦渍害调控效果。
基于高光谱遥感和跨区域迁移学习的冬小麦叶绿素含量评估
提出RATL迁移学习框架，解决高光谱遥感跨区域冬小麦叶绿素评估的域偏移问题。
MELSpace (ICARDA (The International Center for Agricultural Research in Dry Areas))·9月17日 · 周四71 分 论文遥感与农情监测农业遥感与作物表型2 个信源同时报道 阅读 1
Seasonal agricultural vulnerability in semi-arid Morocco: combining remote sensing and farmer knowledge to inform climate adaptation
结合遥感与农户知识评估摩洛哥半干旱区季节性农业脆弱性，以支持气候适应。
Direct quantification of solar-induced chlorophyll fluorescence using compact solar-blind optical radiometers
提出太阳盲辐射计直接测量太阳诱导叶绿素荧光，无需光谱反演。
AI-enabled UAV-based Soil Organic Carbon Mapping in Arid Environments: A Pilot Study Protocol
提出一套无人机高光谱结合AI的干旱区土壤有机碳制图标准化试点方案。
Forecasting cocoa export volumes in Indonesia using remote sensing, climate variability, and economic indicators: A comparative modeling approach
融合遥感、气候与经济指标，比较多种模型预测印尼可可出口量，XGBoost表现最佳。
Assessing spatial suitability and climate resilience of agroforestry systems in the Indian Himalaya of Uttarakhand using remote sensing and artificial neural networks
结合遥感、GIS与人工神经网络评估印度喜马拉雅地区农林复合系统的空间适宜性与气候韧性。
SPATIO-TEMPORAL DYNAMICS OF LAND USE AND LAND COVER IN A GRANITE QUARRYING AREA IN MANÉAH, GUINEA: A REMOTE SENSING AND GIS-BASED ANALYSIS FROM 1980 TO 2024
基于遥感与GIS分析几内亚Manéah采石区1980-2024年土地利用与覆盖的时空变化。
Deep learning-driven multisource remote sensing image fusion: Advances, challenges, and future directions
综述深度学习多源遥感图像融合方法、挑战与未来方向。