Deep Learning Based Semantic Segmentation of Satellite Imagery for Land Cover Classification
综述深度学习用于卫星影像土地覆盖分类的语义分割方法，并分析挑战与未来方向。
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关键词 · 相关资讯与研究
#遥感
沿着“遥感”继续探索，共 439 条内容。
Hydrological impacts of land use and land cover change on the width of Bua River, Nkhotakota district, Malawi
利用遥感和GIS分析马拉维Bua河流域土地利用变化对河宽的影响，发现人类活动导致河宽增加。
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Estimation of Agricultural Vegetation Water Stress Using Feature-Optimized Remote Sensing and Ensemble Machine Learning
Estimation of Agricultural Vegetation Water Stress Using Feature-Optimized Remote Sensing and Ensemble Machine Learning。Smart Agricultural Technology
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Full-season wheat phenotyping using UAV-based multi-source remote sensing: dynamic time-series modeling and high-throughput trait extraction
利用无人机多源遥感进行全季节小麦表型分析，通过动态时间序列建模提取高通量性状。
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MetaMamba: Meta-learning with mamba for few-shot vegetation species classification using UAV-based hyperspectral imagery in desert rangeland
提出MetaMamba方法，结合元学习与Mamba，实现荒漠草原无人机高光谱影像少样本植被物种分类。
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Remote Sensing Change Detection using ArcGIS: A Comparative Study Of Methods Applied to Urban Expansion in Baghdad City
比较三种遥感变化检测方法在ArcGIS中监测巴格达城市扩张的应用。
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AN ATTENTION-INTEGRATED YOLO11-S MODEL FOR OBJECT DETECTION IN SATELLITE IMAGERY: PERFORMANCE ANALYSIS AND COMPARISON
提出一种集成CBAM注意力机制的YOLO11-S模型，用于卫星图像中的飞机目标检测，性能优于其他模型
农业遥感与作物表型遥感
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GIS based multi criteria assessment of surface irrigation suitability in Ameka District of Ethiopia
评估埃塞俄比亚Ameka区地表灌溉适宜性，结合GIS与AHP，识别高适宜区并分析作物适宜性。
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An Improved Transformer-KAN Model for Soybean Mapping Based on Multi-Temporal Remote Sensing Data
提出改进的Transformer-KAN模型，基于多时相遥感数据实现高精度、可迁移的大豆种植区制图。
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Spatiotemporal analysis of urban expansion and environmental impacts in five Saudi Arabian cities by utilizing geospatial and remote sensing approach
利用遥感和GIS分析沙特五城市30年城市扩张及其环境影响。
农业遥感与作物表型遥感
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A dictionary-based method for crop yield prediction using satellite remote sensing data
提出基于HYDRA字典方法的机器学习框架，结合物候特征预测玉米产量。
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SAR-Based Flood Detection and Agricultural Land Cover Vulnerability in the Loukkos Floodplain: Implications for Land Use Management in Larache Province, Morocco
利用SAR和遥感数据评估摩洛哥Loukkos洪泛区洪水影响及农业土地覆盖脆弱性。
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Field-scale irrigation estimation using Sentinel-1 and Sentinel-2 data within a soil water balance model coupled to the Water Cloud Model
提出一种仅用Sentinel-1和Sentinel-2数据估算田间灌溉量的方法，无需地面实测。
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Quantifying Urban Expansion and Its Association with Agricultural Land Loss in Busasamana Sector, Nyanza District, Rwanda (2010–2024): A GIS and Remote Sensing Assessment
利用GIS和遥感量化卢旺达2010-2024年城市扩张及其与农业用地流失的关系。
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Hyperspectral Imaging for Disease Detection in Wheat Crops: A Comprehensive Survey
综述高光谱成像在小麦病害检测中的应用，涵盖方法、挑战与未来方向。
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Physiological and Spectral Responses of Centella asiatica (L.) to Drought Stress: Implications for Growth, Yield, Stress Monitoring, and Modeling
研究干旱胁迫对积雪草生长、生理和光谱响应的影响，并建立预测模型。
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Oil Palm Detection from High Resolution Remote Sensing Imagery with Improved YOLO Deep Learning Frameworks
改进YOLO11模型，集成注意力机制提升油棕树遥感检测精度与泛化能力。
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CFAEVM-UNet: cross-fusion attention enhanced VM-UNet for UAV image segmentation of small and dense field crop pests
提出CFAEVM-UNet模型，用于无人机图像中密集小害虫的精确分割。
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Diag-STFN：用于全球收获前作物产量预测的诊断时空多模态融合网络
提出Diag-STFN网络，用于全球收获前玉米和小麦产量预测，在CY-Bench基准上取得最优性能。
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基于无人机多源遥感特征的茶树生长与氮素状况深度学习监测
融合无人机多源遥感特征与深度学习，高精度估算茶树生物量与氮素积累量。
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