Extracting Summer-Harvested Crops in the Baojixia Irrigation District Using CycleGAN and Transfer Learning
用CycleGAN和迁移学习融合无人机与卫星影像，提取宝鸡峡灌区夏收作物。
大田作物
浏览大田作物相关政策、产业动态与研究。
技术筛选
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Deep learning-based detection and counting of wheat seeds: Comparative benchmarking of YOLO models
用自建RGB小麦种子数据集对比YOLOv8n与YOLO11n的检测计数性能。
Estimation of Grain Yield and Quality in Awned and Awnless Wheat Genotypes Using UAV and Proximal Multispectral Sensors
用无人机与近地多光谱传感器评估有芒/无芒小麦产量与品质，比较不同生育期和年份的植被指数关系。
From family trials to genomic mate allocation: statistical and genomic strategies to accelerate sugarcane genetic improvement
综述甘蔗育种早期决策的统计与基因组策略，提出连接家系与无性系数据的决策框架。
Deep learning-based classification of wet direct seeded rice, broadcasted direct seeded rice and transplanted rice using drone imagery for precision agriculture
用无人机可见光影像和深度学习模型区分直播稻、湿直播稻与移栽稻三种水稻种植方式。
A continually evolving knowledge-guided deep learning framework for daily maize yield formation
提出知识引导的深度学习框架AgroEvoDeep-Yield，实现玉米逐日产量形成的可解释模拟与持续
Numerical analysis of droplet deposition and drift patterns for multi-rotor UAVs in soybean-maize strip intercropping system
用数值模拟分析多旋翼无人机在大豆-玉米带状间作系统中的雾滴沉积与飘移规律。
Bangladesh AI Model AgroVisNet Spots Crop Blight on Phones(轻量级 99.52% 准确率 0.46 MB 量化部署)
提出轻量网络AgroVisNet与BD-PlantDX数据集，实现手机端作物病害高精度识别。
AI 赋能杂粮智慧育种:现状、前沿与展望(华南农业大学学报 2026 年第 5 期)
综述AI赋能杂粮智慧育种的技术体系、应用案例与产业化路径。
BiFormer-Enhanced YOLOv11n for Accurate Maize Ear Detection in Seed Production Fields(玉米穗识别 BiF-YOLO)
提出BiF-YOLO模型，在制种田实现玉米穗精准检测。
DASO-RiceNet: 细粒度水稻病害与损伤分类的双注意力序列优化网络(准确率 96.5%)
提出双注意力序列优化网络DASO-RiceNet，实现10类水稻病害与损伤的高精度分类。
Climate-smart but economically vulnerable: livelihood strategy choices among millet-producing households in Central Tanzania
研究坦桑尼亚中部小米种植户的生计策略选择及其影响因素。
Legume configuration ratios identify effective maize–legume integration strategies in Northeast China
Legume configuration ratios identify effective maize–legume integration strategies in Northeast China。Agricultural Systems
Lightweight architecture optimization of YOLOv12n for improved cotton verticillium wilt detection
提出轻量模型YOLO-SCOD，实现棉花黄萎病精准检测。
Artificial intelligence-based structural modeling of PSTOL1 receptor kinases in rice and sorghum
用AI建模比较水稻与高粱PSTOL1受体激酶结构，揭示高粱SbPSTOL1寡聚化特征。
Wheat Nitrogen Fertilizer Management Using GreenSeeker Handheld Crop Canopy Sensor
用GreenSeeker手持冠层传感器NDVI预测小麦产量并优化氮肥管理。
Genotype-Aware Prediction of Soybean Seed Composition from Multimodal UAV Imagery of the Standing Crop
用无人机多模态影像与基因型数据训练CNN，预测大豆八种种子成分。
Estimation of field-scale crop evapotranspiration from the mechanistic SIF-ET model using the UAV hyperspectral imagery
利用无人机高光谱影像构建田间尺度SIF-ET机理模型，实现作物蒸散发高精度估算。
A practical workflow combining Kaplan-Meier and Bayesian accelerated failure time analyses for censored reproductive phenology data in soybean
用Kaplan-Meier与贝叶斯AFT分析大豆R6期右删失数据，评估21个品种在10种环境组合下的
Causal Effects of Climate-Smart Agriculture Adoption on Smallholder Welfare and Food Security in Zambia: Evidence from Endogenous Switching Regression, Double Machine Learning, and Bayesian Estimation
Causal Effects of Climate-Smart Agriculture Adoption on Smallholder Welfare and Food Security in Zambia: Evidence from Endogenous Switching Regression, Double Machine Learning, and Bayesian Estimation。Research Square