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[HTML][HTML] Status, advancements and prospects of deep learning methods applied in forest studies
Deep learning, which has exhibited considerable potential and effectiveness in forest
resource assessment, is vital for comprehending and managing forest resources and …
resource assessment, is vital for comprehending and managing forest resources and …
Application of consumer RGB-D cameras for fruit detection and localization in field: A critical review
Fruit detection and localization are essential for future agronomic management of fruit crops
such as yield prediction, yield map** and automated harvesting. However, to perform …
such as yield prediction, yield map** and automated harvesting. However, to perform …
Fruit detection and positioning technology for a Camellia oleifera C. Abel orchard based on improved YOLOv4-tiny model and binocular stereo vision
Y Tang, H Zhou, H Wang, Y Zhang - Expert systems with applications, 2023 - Elsevier
In the complex environment of an orchard, changes in illumination, leaf occlusion, and fruit
overlap make it challenging for mobile picking robots to detect and locate oil-seed camellia …
overlap make it challenging for mobile picking robots to detect and locate oil-seed camellia …
A real-time apple targets detection method for picking robot based on improved YOLOv5
B Yan, P Fan, X Lei, Z Liu, F Yang - Remote Sensing, 2021 - mdpi.com
The apple target recognition algorithm is one of the core technologies of the apple picking
robot. However, most of the existing apple detection algorithms cannot distinguish between …
robot. However, most of the existing apple detection algorithms cannot distinguish between …
A lightweight improved YOLOv5s model and its deployment for detecting pitaya fruits in daytime and nighttime light-supplement environments
H Li, Z Gu, D He, X Wang, J Huang, Y Mo, P Li… - … and Electronics in …, 2024 - Elsevier
Precise detection and low-cost deployment are the technological basis of intelligent fruit
picking. This study proposes a lightweight improved YOLOv5s model to detect pitaya fruits in …
picking. This study proposes a lightweight improved YOLOv5s model to detect pitaya fruits in …
A novel apple fruit detection and counting methodology based on deep learning and trunk tracking in modern orchard
F Gao, W Fang, X Sun, Z Wu, G Zhao, G Li, R Li… - … and Electronics in …, 2022 - Elsevier
Accurate count of fruits is important for producers to make adequate decisions in production
management. Although some algorithms based on machine vision have been developed to …
management. Although some algorithms based on machine vision have been developed to …
Fruit yield prediction and estimation in orchards: A state-of-the-art comprehensive review for both direct and indirect methods
L He, W Fang, G Zhao, Z Wu, L Fu, R Li… - … and Electronics in …, 2022 - Elsevier
Orchard pre-harvest yield data is important for fruit growers, which can be used for economic
benefit evaluation, management mode adjustment and so on. However, traditional manual …
benefit evaluation, management mode adjustment and so on. However, traditional manual …
A comprehensive review on recent applications of unmanned aerial vehicle remote sensing with various sensors for high-throughput plant phenoty**
L Feng, S Chen, C Zhang, Y Zhang, Y He - Computers and electronics in …, 2021 - Elsevier
High-throughput phenoty** has been widely studied in plant science to monitor plant
growth and analyze the influence of genotypes and environment on plant growth. To meet …
growth and analyze the influence of genotypes and environment on plant growth. To meet …
Faster-YOLO-AP: A lightweight apple detection algorithm based on improved YOLOv8 with a new efficient PDWConv in orchard
Object detection is a critical technology for apple harvesting robots. For efficient deployment
on edge computing devices with limited processing power, we proposed a new lightweight …
on edge computing devices with limited processing power, we proposed a new lightweight …
Fast and accurate detection of kiwifruit in orchard using improved YOLOv3-tiny model
Automatic detection of kiwifruit in the orchard is challenging because illumination varies
through the day and night and because of color similarity between kiwifruit and the complex …
through the day and night and because of color similarity between kiwifruit and the complex …