Deep learning in controlled environment agriculture: A review of recent advancements, challenges and prospects
Controlled environment agriculture (CEA) is an unconventional production system that is
resource efficient, uses less space, and produces higher yields. Deep learning (DL) has …
resource efficient, uses less space, and produces higher yields. Deep learning (DL) has …
A lightweight YOLOv8 tomato detection algorithm combining feature enhancement and attention
G Yang, J Wang, Z Nie, H Yang, S Yu - Agronomy, 2023 - mdpi.com
A tomato automatic detection method based on an improved YOLOv8s model is proposed to
address the low automation level in tomato harvesting in agriculture. The proposed method …
address the low automation level in tomato harvesting in agriculture. The proposed method …
[HTML][HTML] Detection of tomato plant phenotyping traits using YOLOv5-based single stage detectors
Plant phenotyping is the study of complex plant traits to evaluate its status depending on the
life-cycle conditions. Often, these evaluations are carried out by human operators, and the …
life-cycle conditions. Often, these evaluations are carried out by human operators, and the …
[HTML][HTML] How artificial intelligence uses to achieve the agriculture sustainability: Systematic review
V Sachithra, L Subhashini - Artificial Intelligence in Agriculture, 2023 - Elsevier
The generation of food production that meets the rising demand for food and ecosystem
security is a big challenge. With the development of Artificial Intelligence (AI) models, there …
security is a big challenge. With the development of Artificial Intelligence (AI) models, there …
[HTML][HTML] Benchmark of deep learning and a proposed HSV colour space models for the detection and classification of greenhouse tomato
The harvesting operation is a recurring task in the production of any crop, thus making it an
excellent candidate for automation. In protected horticulture, one of the crops with high …
excellent candidate for automation. In protected horticulture, one of the crops with high …
[HTML][HTML] Optimizing tomato plant phenotyping detection: Boosting YOLOv8 architecture to tackle data complexity
Effective identification of tomato plant traits is crucial for timely monitoring and evaluating
their growth and harvest. However, conducting stress experiments on multiple tomato …
their growth and harvest. However, conducting stress experiments on multiple tomato …
Improving deep learning classifiers performance via preprocessing and class imbalance approaches in a plant disease detection pipeline
The foundation of effectively predicting plant disease in the early stage using deep learning
algorithms is ideal for addressing food insecurity, inevitably drawing researchers and …
algorithms is ideal for addressing food insecurity, inevitably drawing researchers and …
The intelligent path planning system of agricultural robot via reinforcement learning
Agricultural robots are one of the important means to promote agricultural modernization
and improve agricultural efficiency. With the development of artificial intelligence technology …
and improve agricultural efficiency. With the development of artificial intelligence technology …
Tracking and counting of tomato at different growth period using an improving YOLO-deepsort network for inspection robot
Y Ge, S Lin, Y Zhang, Z Li, H Cheng, J Dong, S Shao… - Machines, 2022 - mdpi.com
To realize tomato growth period monitoring and yield prediction of tomato cultivation, our
study proposes a visual object tracking network called YOLO-deepsort to identify and count …
study proposes a visual object tracking network called YOLO-deepsort to identify and count …
Tomato harvesting robotic system based on Deep-ToMaToS: Deep learning network using transformation loss for 6D pose estimation of maturity classified tomatoes …
This paper presents the development of an autonomous harvesting robot system for tomato,
a representative crop cultivated in the facility horticulture smart farm. The automated …
a representative crop cultivated in the facility horticulture smart farm. The automated …