Smart Agriculture Open Access Editor-in-Chief: ZHAO Chunjiang
Home Smart Agriculture All Issues Volume 7 Issue 5
Volume 7 Issue 5, September 2025
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PP. 1-192
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15 articles
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Special Issue--Opto-Intelligent Agricultural Innovation Technology and Application
Frontiers and Future Trends in Data Sensing Technologies for Opto-Intelligent Agriculture: From Optical Sensors to Intelligent Decision Systems
Chengcheng Chen, Jiaping Wu, Helong Yu
Published: 01 September 2025
2025, 7(5): 1-16
Progress and Prospects of Research on Key Technologies for Agricultural Multi-Robot Full Coverage Operations
Zaiwang Lu, Yucheng Zhang, Yike Ma, [...], Feng Dai, Jie Dong, Peng Wang, Huixian Lu, Tongbin Li, Kaibin Zhao << Fewer
Published: 01 September 2025
2025, 7(5): 17-36
Applications Research Progress and Prospects of Multi-Agent Large Language Models in Agricultural
Yingping Zhao, Jinming Liang, Beizhang Chen, [...], Xiaoling Deng, Yi Zhang, Zheng Xiong, Ming Pan, Xiangbao Meng << Fewer
Published: 01 September 2025
2025, 7(5): 37-51
Research Advances in Hyperspectral Imaging Technology for Fruit Quality Assessment
Zishen Zhang, Hong Cheng, Wenjuan Geng, Junfeng Guan
Published: 01 September 2025
2025, 7(5): 52-66
Detection Method for Log-Cultivated Shiitake Mushrooms Based on Improved RT-DETR
Fengyun Wang, Xuanyu Wang, Lei An, Wenjie Feng
Published: 01 September 2025
2025, 7(5): 67-77
Vegetable Price Prediction Based on Optimized Neural Network Time Series Models
Ying Hou, Tan Sun, Yunpeng Cui, [...], Xiaodong Wang, Anping Zhao, Ting Wang, Zengfei Wang, Weijia Yang, Gang Gu, Shaodong Wu << Fewer
Published: 01 September 2025
2025, 7(5): 78-87
Chinese Tea Pest and Disease Named Entity Recognition Method Based on Improved Boundary Offset Prediction Network
Yuxin Xie, Jiangshu Wei, Yao Zhang, Fang Li
Published: 01 September 2025
2025, 7(5): 88-100
Imbalanced Hyperspectral Viability Detection of Naturally Aged Soybean Germplasm Based on Semi-Supervised Deep Convolutional Generative Adversarial Network
Fei Li, Ziqiang Wang, Jing Wu, [...], Xia Xin, Chunmei Li, Hubo Xu << Fewer
Published: 01 September 2025
2025, 7(5): 101-113
Lightweight Apple Instance Segmentation Algorithm Based on SSW-YOLOv11n for Complex Orchard Environments
Wenkai Han, Tao Li, Qingchun Feng, Liping Chen
Published: 01 September 2025
2025, 7(5): 114-123
Small Target Detection Method of Maize Leaf Disease Based on DCC-YOLOv10n
Shanshan Dang, Shicheng Qiao, Mingyu Bai, [...], Mingyue Zhang, Chenyu Zhao, Chunyu Pan, Guochen Wang << Fewer
Published: 01 September 2025
2025, 7(5): 124-135
Multi-Objective Planting Planning Method Based on Connected Components and Genetic Algorithm: A Case Study of Fujin City
Menghua Xu, Xiujuan Wang, Pei Leng, [...], Mengmeng Zhang, Haoyu Wang, Jing Hua, Mengzhen Kang << Fewer
Published: 01 September 2025
2025, 7(5): 136-145
Embedded Fluorescence Imaging Detection System for Fruit and Vegetable Quality Deterioration Based on Improved YOLOv8
Chenhong Gao, Qibing Zhu, Min Huang
Published: 01 September 2025
2025, 7(5): 146-155
Detection Method of Ectropis Grisescens Larvae in Canopy Environments Based on YOLO and Diffusion Models
Xuelun Luo, GOUDA Mostafa, Xinbei Song, [...], Yan Hu, Wenkai Zhang, Yong He, Jin Zhang, Xiaoli Li << Fewer
Published: 01 September 2025
2025, 7(5): 156-168
Light-Trapping Rice Planthopper Detection Method by Combining Spatial Depth Transform Convolution and Multi-scale Attention Mechanism
Wenzheng Li, Xinting Yang, Chuanheng Sun, [...], Tengpeng Cui, Hui Wang, Shanshan Li, Wenyong Li << Fewer
Published: 01 September 2025
2025, 7(5): 169-181
Beef Cattle Object Detection Method Under Occlusion Environment Based on Improved YOLOv12
Yiheng Liu, Libo Liu
Published: 01 September 2025
2025, 7(5): 182-192