A precise crop row detection algorithm in complex farmland for unmanned agricultural machines
Z Ruan, P Chang, S Cui, J Luo, R Gao, Z Su - Biosystems Engineering, 2023 - Elsevier
Highlights•Proposing a crop row detection method based on YOLO-R object detection
algorithm.•Ghostnet and Focal Loss are used in YOLO-R to perform better and faster.•Use …
algorithm.•Ghostnet and Focal Loss are used in YOLO-R to perform better and faster.•Use …
Navigation line extraction algorithm for corn spraying robot based on improved YOLOv8s network
Z Diao, P Guo, B Zhang, D Zhang, J Yan, Z He… - … and Electronics in …, 2023 - Elsevier
Aiming at the shortcomings of the existing navigation line extraction algorithm for corn
spraying robot in complex farmland environment, such as poor extraction effect and poor …
spraying robot in complex farmland environment, such as poor extraction effect and poor …
The identification of straight-curved rice seedling rows for automatic row avoidance and weeding system
S Wang, S Yu, W Zhang, X Wang - Biosystems Engineering, 2023 - Elsevier
Highlights•Modifiy a deep learning model to detect rice seedlings under different
conditions.•Extract the seedling strip lines of straight-curved rice seedling rows.•Seeding row …
conditions.•Extract the seedling strip lines of straight-curved rice seedling rows.•Seeding row …
Multi-Crop Navigation Line Extraction Based on Improved YOLO-v8 and Threshold-DBSCAN under Complex Agricultural Environments
J Shi, Y Bai, J Zhou, B Zhang - Agriculture, 2023 - mdpi.com
Field crops are usually planted in rows, and accurate identification and extraction of crop
row centerline is the key to realize autonomous navigation and safe operation of agricultural …
row centerline is the key to realize autonomous navigation and safe operation of agricultural …
Recognition of rice seedling rows based on row vector grid classification
S Wang, W Zhang, X Wang, S Yu - Computers and Electronics in …, 2021 - Elsevier
Recognition of rice seedling rows under machine operation is affected by many factors such
as light conditions, duckweed, weeds, and blur caused by machine vibration. Recognition of …
as light conditions, duckweed, weeds, and blur caused by machine vibration. Recognition of …
Advancements in rice disease detection through convolutional neural networks: a comprehensive review
B Gülmez - Heliyon, 2024 - cell.com
This review paper addresses the critical need for advanced rice disease detection methods
by integrating artificial intelligence, specifically convolutional neural networks (CNNs). Rice …
by integrating artificial intelligence, specifically convolutional neural networks (CNNs). Rice …
Research on Real-Time Detection of Maize Seedling Navigation Line Based on Improved YOLOv5s Lightweighting Technology
H Gong, X Wang, W Zhuang - Agriculture, 2024 - mdpi.com
This study focuses on real-time detection of maize crop rows using deep learning
technology to meet the needs of autonomous navigation for weed removal during the maize …
technology to meet the needs of autonomous navigation for weed removal during the maize …
Image-Based Phenotyping for Non-Destructive In Situ Rice (Oryza sativa L.) Tiller Counting Using Proximal Sensing
Y Yamagishi, Y Kato, S Ninomiya, W Guo - Sensors, 2022 - mdpi.com
The increase in the number of tillers of rice significantly affects grain yield. However, this is
measured only by the manual counting of emerging tillers, where the most common method …
measured only by the manual counting of emerging tillers, where the most common method …
Recent advancement of weed detection in crops using artificial intelligence and deep learning: A review
P Saini - Advances in Energy Technology: Select Proceedings …, 2022 - Springer
Weeds are unwanted plants that grow in farmlands and compete with nutrients and sunlight
for growth. If not removed, they could obstruct the growth of crops causing reduction in crop …
for growth. If not removed, they could obstruct the growth of crops causing reduction in crop …
[HTML][HTML] InstaCropNet: An efficient Unet-Based architecture for precise crop row detection in agricultural applications
Z Guo, Y Geng, C Wang, Y Xue, D Sun, Z Lou… - Artificial Intelligence in …, 2024 - Elsevier
Autonomous navigation in farmlands is one of the key technologies for achieving
autonomous management in maize fields. Among various navigation techniques, visual …
autonomous management in maize fields. Among various navigation techniques, visual …