|
汝刚, 刘慧, 沈桂龙. 用人工智能改造中国农业: 理论阐释与制度创新[J]. 经济学家, 2020(4): 110-118.
|
|
LIU W, ANGUELOV D, ERHAN D, et al. SSD: Single Shot MultiBox Detector[C] //Computer Vision-ECCV 2016. Cham: Springer, 2016: 21-37.
|
|
REDMON J, DIVVALA S, GIRSHICK R, et al. You Only Look Once: Unified, Real-Time Object Detection[C] //2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR). New York: IEEE Press, 2016: 779-788.
|
|
马一鸣, 尹爽, 郭瑞, 等. 烟叶烘烤阶段不同YOLO算法模型的实时判别性能比较[J/OL]. 河南农业大学学报, (2025-11-04)[2025-12-21]. https://doi.org/10.16445/j.cnki.1000-2340.20251104.001.
|
|
LI H L, LI J, WEI H B, et al. Slim-Neck by GSConv: A Lightweight-Design for Real-Time Detector Architectures[J]. Journal of Real-Time Image Processing, 2024, 21(3): 62. doi: 10.1007/s11554-024-01436-6
|
|
TONG Z J, CHEN Y H, XU Z W, et al. Wise-IoU: Bounding Box Regression Loss with Dynamic Focusing Mechanism[EB/OL]. (2023-01-24)[2025-10-11]. https://arxiv.org/abs/2301.10051.
|
|
ZHANG Y F, REN W Q, ZHANG Z, et al. Focal and Efficient IoU Loss for Accurate Bounding Box Regression[J]. Neurocomputing, 2022, 506: 146-157. doi: 10.1016/j.neucom.2022.07.042
|
|
刘洋, 宫志宏, 黎贞发, 等. 基于改进YOLOv5的番茄成熟度检测方法[J]. 中国农业气象, 2024, 45(12): 1521-1532.
|
|
HE K M, ZHANG X Y, REN S Q, et al. Deep Residual Learning for Image Recognition[C] //2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR). New York: IEEE Press, 2016: 770-778.
|
|
TAN M X, LE Q V. EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks[EB/OL]. (2019-05-28)[2025-10-11]. https://arxiv.org/abs/1905.11946.
|
|
LIU S, QI L, QIN H F, et al. Path Aggregation Network for Instance Segmentation[C] //2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition. New York: IEEE Press, 2018: 8759-8768.
|
|
刘伯红, 郝文瑞. 面向交通目标的多尺度轻量化检测模型[J]. 重庆邮电大学学报(自然科学版), 2025, 37(2): 185-195.
|
|
REN S Q, HE K M, GIRSHICK R, et al. Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017, 39(6): 1137-1149. doi: 10.1109/TPAMI.2016.2577031
|
|
LI J F, WEN Y, HE L H. SCConv: Spatial and Channel Reconstruction Convolution for Feature Redundancy[C] //2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). New York: IEEE Press, 2023: 6153-6162.
|
|
YU F, KOLTUN V. Multi-Scale Context Aggregation by Dilated Convolutions[EB/OL]. (2015-12-23)[2025-10-11]. https://arxiv.org/abs/1511.07122.
|
|
袁泉, 杨清泉, 袁亚隆, 等. 改进YOLOv8的水下目标检测算法[J]. 重庆邮电大学学报(自然科学版), 2025, 37(5): 729-740.
|
|
REZATOFIGHI H, TSOI N, GWAK J, et al. Generalized Intersection over Union: A Metric and a Loss for Bounding Box Regression[C] //2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). New York: IEEE Press, 658-666.
|
|
ZHENG Z H, WANG P, LIU W, et al. Distance-IoU Loss: Faster and Better Learning for Bounding Box Regression[J]. Proceedings of the AAAI Conference on Artificial Intelligence, 2020, 34(7): 12993-13000.
|
|
杨鹏. 离群检测及其优化算法研究[D]. 重庆: 重庆大学, 2010.
|
|
胡佳乐, 周敏, 申飞. 面向无人机小目标的RTDETR改进检测算法[J]. 计算机工程与应用, 2024, 60(20): 198-206.
|
|
SAKIB S N, HAQUE N, HOSSAIN MZ, et al. PlantVillageVQA: A Visual Question Answering Dataset for Benchmarking Vision-Language Models in Plant Science[EB/OL]. (2025-08-23)[2025-10-11]. https://arxiv.org/abs/2508.17117.
|
|
SELVARAJU RR, COGSWELL M, DAS A, et al. Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization[J]. International Journal of Computer Vision, 2020, 128(2): 336-359. doi: 10.1007/s11263-019-01228-7
|