International Journal of Computational Intelligence Systems·10月22日 · 周四84 分 论文农业AI与大模型农业人工智能与决策模型阅读 0
ExplainableCropAI: Interpretable Deep Learning for Agricultural Disease Diagnosis and Decision Support
构建可解释水稻病害诊断系统，融合归因、不确定性与自然语言解释。
农业AI与大模型
人工智能算法、大模型与决策支持系统
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Object Detection in Computer Vision: A Comprehensive Review of Algorithms, Datasets, and Evaluation Techniques
系统综述目标检测三十年演进，从传统方法到深度学习、Transformer与大模型。
Trends in soil organic carbon prediction research using geospatial technologies and artificial intelligence: an exploratory bibliometric analysis (2005-2025)
用文献计量分析2005-2025年地理空间技术与AI预测土壤有机碳的研究趋势。
AI-Enabled Smart and Precision Agriculture: Smart Sensors, IoT, Deep Learning, Computer Vision, and Decision Support: A Comprehensive Survey
综述AI赋能精准农业的传感、物联网、深度学习与决策支持，并提出参考架构。
Zenodo (CERN European Organization for Nuclear Research)·10月21日 · 周三69 分 论文社会化服务与规模经营农业人工智能与决策模型阅读 0
Evaluation of Concept-Rank Collapse Audits for Computer Vision Agriculture Disease Classifiers Under Low-Label Regimes: An Interpretability Capacity Bound for Smallholder Fungicide Selectivity
提出可解释性容量上界，评估低标签下概念秩崩溃审计的可靠性。
Hierarchical Conformal Risk Control for Artificial Intelligence Agriculture Irrigation Scheduling Under Unmodeled Infiltration: A Computer Safety-Guarantee Evaluation
提出分层保形风险控制，为未建模入渗下的灌溉调度提供安全保证。
Zenodo (CERN European Organization for Nuclear Research)·10月21日 · 周三70 分 论文社会化服务与规模经营农业人工智能与决策模型阅读 0
Evaluation of Concept-Probe Temporal-Stability Audits for Computer Vision Agriculture Disease Classifiers Under Seasonal Phenology Drift: An Interpretability Decay Bound for Smallholder Fungicide Timing
提出概念探针时间稳定性审计与可解释性衰减界，判断何时需重新审计。
Conformal-Risk Evaluation for Artificial Intelligence Agriculture Spray-Nozzle Fault Detection Under Label-Delay Feedback: A Computer Coverage Audit
将标签延迟反馈建模为共形分数分布偏移，推导覆盖率界并审计喷雾喷嘴故障检测器。
Certified Temporal Fusion of Artificial Intelligence Climate Analytics for Crop Failure Early Warning Under Sparse Agricultural Sensors: Error Bounds and Famine Relief Targeting
提出带误差界的时间融合框架，在稀疏传感器下用气候分析预警作物歉收。
Calibration-Shift Inference for Computer Vision Agriculture Yield Models Under Retrofit Sensor Replacement: An Artificial Intelligence Post-Deployment Recalibration Guarantee
提出改造传感器替换后视觉产量模型校准漂移的检测与置信区间保证方法。
Contrastive Self-Supervised Pretraining for Artificial Intelligence Agriculture Weed Detection Under Label Scarcity: A Computer Transfer-Robustness Evaluation
提出对比自监督预训练在杂草检测跨域迁移中何时有效的理论框架与评估协议。
Distributionally-Robust Evaluation of Computer Vision Agriculture Disease Classifiers Under Climate-Driven Pathogen Range Shifts: An Artificial Intelligence Worst-Case Generalization Bound
提出气候校准的分布鲁棒评估准则，替代i.i.d.假设评价作物病害视觉分类器。
Active-Labeling Evaluation for Computer Agriculture Nematode-Cyst Detection Under Sparse Soil-Sample Ground Truth: An Artificial Intelligence Annotation-Efficiency Bound
推导稀疏土壤样本真值下主动学习标注效率的理论上界。
International Journal for Research in Applied Science and Engineering Technology·10月21日 · 周三65 分 论文遥感与农情监测数字乡村与农业信息化阅读 0
AI-Based RGB Imaging and 14-Channel Multispectral Food Quality Scanner
综述RGB与多光谱成像结合AI的食品品质无损检测，并提出一款集成14通道多光谱传感器的紧凑型扫描仪方
Backdoor-Trigger Evaluation for Computer Agriculture Disease-Detection Models Under Third-Party Pretrained Checkpoints: An Artificial Intelligence Poisoning-Rate Audit
将后门触发器视为预训练检查点供应链属性，量化微调后后门存活的投毒率。
Evaluation of Counterfactual Explanation Robustness for Computer Vision Agriculture Yield-Forecast Models Under Satellite Cloud-Mask Gaps: An Interpretability Reliability Bound for Cooperative Storage Decisions
推导卫星云掩膜缺口下反事实解释可靠性的理论界，并评估其对合作社储粮决策的影响。
Dynamic thermal imaging for crop water stress detection across phenological stages: Enhancing irrigation scheduling precision
综述物候期对热成像CWSI阈值的影响，提出物候感知灌溉调度框架。
pxGPT: A schema-constrained multimodal LLM framework for plant phenotyping
提出pxGPT框架，用多模态大模型将多视角植物图像转为结构化表型记录。
International Journal for Research in Applied Science and Engineering Technology·10月21日 · 周三65 分 论文农业AI与大模型智慧农业 / 农业物联网阅读 0
Smart AI-Based Agriculture Decision Support System (AgriSens)
构建AgriSens全栈智慧农业决策支持平台，集成作物推荐、病害诊断、施肥优化与灌溉模拟。
Improving farm productivity and profitability through AI diffusion: evidence from Punjab, Pakistan
基于巴基斯坦旁遮普省101份农户调查，分析AI技术扩散与农场生产力、盈利能力的关系。