县域大豆产量预测的深度学习方法:利用大规模环境数据——Frontiers in Artificial Intelligence
用深度学习结合大规模环境数据预测县域大豆产量，并对比多种网络架构与传统模型。
数字农业与前沿技术
浏览数字农业与前沿技术相关政策、产业动态与研究。
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面向冬小麦水分含量的无人机遥感自动机器学习预测——MDPI Remote Sensing
用无人机多传感器遥感结合AutoML预测冬小麦水分含量。
Evidence-Weighted Multi-Criteria Decision Support for Subjective Quality Assessment Under Sparse and Unbalanced Information
提出证据加权多准则决策方法，解决稀疏不平衡主观评价下的产品排序问题。
Synergistic effects of spectral preprocessing and machine learning algorithms for nitrogen estimation in tomato using hyperspectral spectral data
用高光谱成像结合预处理与机器学习，对番茄叶片氮素水平进行分类。
Volatile Fingerprinting Empowers Salinity Monitoring in Peppermint Using MOS Sensors and Feature-Optimized Machine Learning
用低成本MOS传感器阵列采集薄荷VOC指纹，结合特征优化机器学习实现盐胁迫检测。
Advanced olive leaf area prediction using machine learning methods
用机器学习基于叶长宽非破坏性预测30个橄榄品种叶面积，PSO优化ANN精度最高。
A comprehensive survey on machine vision applications in precision agriculture: current trends and future perspectives
综述机器视觉在精准农业中的应用现状与未来趋势。
Multi-Temporal Assessment of Bimodal Monsoon Flood Dynamics and Agricultural Exposure Using Integrated Sentinel-1 SAR and Sentinel-2 Optical Data in Punjab, Pakistan
基于GEE融合Sentinel-1/2监测2025年巴基斯坦旁遮普季风洪水双峰动态及农田暴露。
Deep Learning-Based Small-Object Detection in UAV Imagery: A Symmetry-Informed Review of Scale Variation and Scenario Constraints
综述无人机图像小目标检测的深度学习研究，提出对称性视角与三层框架。
Generation of representative datasets of future Copernicus Sentinel Expansion Mission Data (hyperspectral, thermal and L-band) as basis for innovative agricultural products
生成CHIME高光谱、LSTM热红外和ROSE-L L波段模拟数据集，为未来Sentinel扩展任务
High-resolution land cover mapping from coarse labels via a noisy label learning-guided cross-scale framework
提出噪声标签学习引导的跨尺度框架，用低分辨率粗标签生成高分辨率土地覆盖图。
Bioremediation of mining waste and tailings in Sub-Saharan Africa: a PRISMA-2020 evidence synthesis from bench to field
系统综述撒哈拉以南非洲采矿废弃物生物修复证据，揭示实验室高效但田间效果衰减的鸿沟。
SAF-CropNet: Spatially adaptive fusion of SAR and optical imagery for semantic segmentation in operational cropland mapping across regions
提出SAF-CropNet，用空间自适应融合SAR与光学影像做跨区域耕地语义分割。
Remote Sensing-Based Assessment of Interannual Change of the Ecological Sustainability of Agricultural Landscapes in Northern Benin
基于遥感与景观生态可持续性指数评估贝宁北部农业景观2023-2024年际生态可持续性变化。
Monitoring & Evaluating of Urban Expansion and Its Impact on Land use Land Cover Change of Sargodha, Pakistan (2000-2025)
用遥感与GIS分析巴基斯坦萨戈达2000-2025年城市扩张及土地利用变化。
Toward scalable organ-level 3D plant segmentation: A systematic and quantitative review through the lens of the data-algorithm-computing triangle
系统综述植物器官级3D分割，提出数据-算法-算力三角框架并开源基准平台PSS。
Evaluating Mesh Reconstruction Methods for Crop Phenotyping
评估7种网格重建流程在作物表型三维数字化中的保真度与一致性。
基于深度学习数据增强技术的肉牛行为识别 与养殖状态评估研究
比较四种骨干网络并做数据增强消融，实现9类肉牛行为识别与养殖状态评估。
INFORMATION AND COMMUNICATION TECHNOLOGIES IN THE MANAGEMENT OF RISKS IN FAMILY AGRICULTURE: A SYSTEMATIC REVIEW OF THE LITERATURE
系统综述2018-2026年ICT在家庭农业风险管理中的贡献与局限。
DS2-Based Cross-Data-Space Interoperability for Precision Agriculture
提出基于DS2的跨数据空间互操作框架，实现农业数据安全共享与精准推荐。