Plant image recognition with deep learning: A review
Y Chen, Y Huang, Z Zhang, Z Wang, B Liu, C Liu… - … and Electronics in …, 2023 - Elsevier
Significant advances in the field of digital image processing have been achieved in recent
years using deep learning, which has significantly exceeded previous methods. Deep …
years using deep learning, which has significantly exceeded previous methods. Deep …
Advance of target visual information acquisition technology for fresh fruit robotic harvesting: A review
Y Li, Q Feng, T Li, F **e, C Liu, Z **ong - Agronomy, 2022 - mdpi.com
In view of the continuous increase in labor costs for complex picking tasks, there is an urgent
demand for intelligent harvesting robots in the global fresh fruit cultivation industry. Fruit …
demand for intelligent harvesting robots in the global fresh fruit cultivation industry. Fruit …
Canopy-attention-YOLOv4-based immature/mature apple fruit detection on dense-foliage tree architectures for early crop load estimation
Accurate detection of both immature and mature apples in orchard environments is essential
for early crop load management. A near real-time method is proposed in this study for …
for early crop load management. A near real-time method is proposed in this study for …
AGHRNet: An attention ghost-HRNet for confirmation of catch‐and‐shake locations in jujube fruits vibration harvesting
Z Zheng, Y Hu, T Guo, Y Qiao, Y He, Y Zhang… - … and Electronics in …, 2023 - Elsevier
The development of an intelligent jujube fruit harvesting device is a critical step in achieving
the whole mechanization process. Catch‐and‐shake harvesting, as an efficient and stable …
the whole mechanization process. Catch‐and‐shake harvesting, as an efficient and stable …
Multi-class detection of kiwifruit flower and its distribution identification in orchard based on YOLOv5l and Euclidean distance
Asynchrony of kiwifruit flowering time results in different flower phenological stages in
canopy at the same time. Pollination quality of flowers is influenced by their phenological …
canopy at the same time. Pollination quality of flowers is influenced by their phenological …
Automatic branch detection of jujube trees based on 3D reconstruction for dormant pruning using the deep learning-based method
Pruning is a time-consuming and labor-intensive practice for managing of dormant jujube
orchards, in which dormant pruning is still mainly dependent on manual operation …
orchards, in which dormant pruning is still mainly dependent on manual operation …
Grape stem detection using regression convolutional neural networks
Automation of grapevine agricultural tasks, eg, harvesting, requires reliable methods for
detecting the exact cutting points of the grape bunches. Dynamically changing vineyard …
detecting the exact cutting points of the grape bunches. Dynamically changing vineyard …
A real-time branch detection and reconstruction mechanism for harvesting robot via convolutional neural network and image segmentation
H Wan, Z Fan, X Yu, M Kang, P Wang… - Computers and Electronics …, 2022 - Elsevier
To alleviate the burden of fruit harvesting imposed by rising costs and decreasing labor
supply, intelligent robots are highly desired in modern farms. A major problem, however, is …
supply, intelligent robots are highly desired in modern farms. A major problem, however, is …
Branch identification and junction points location for apple trees based on deep learning
S Tong, Y Yue, W Li, Y Wang, F Kang, C Feng - Remote Sensing, 2022 - mdpi.com
Branch identification is key to the robotic pruning system for apple trees. High identification
accuracy and the positioning of junction points between branch and trunk are important …
accuracy and the positioning of junction points between branch and trunk are important …
Tree trunk and obstacle detection in apple orchard based on improved YOLOv5s model
F Su, Y Zhao, Y Shi, D Zhao, G Wang, Y Yan, L Zu… - Agronomy, 2022 - mdpi.com
In this paper, we propose a tree trunk and obstacle detection method in a semistructured
apple orchard environment based on improved YOLOv5s, with an aim to improve the real …
apple orchard environment based on improved YOLOv5s, with an aim to improve the real …