Dynamic coding network for robust fruit detection in low-visibility agricultural scenes [PDF]
Frontiers in Plant ScienceIntroductionAccurate fruit detection under low-visibility conditions such as fog, rain, and low illumination is crucial for intelligent orchard management and robotic harvesting.
Hanyun Lu +9 more
doaj +4 more sources
An improved YOLOv5s model using feature concatenation with attention mechanism for real-time fruit detection and counting [PDF]
Frontiers in Plant Science, 2023 An improved YOLOv5s model was proposed and validated on a new fruit dataset to solve the real-time detection task in a complex environment. With the incorporation of feature concatenation and an attention mechanism into the original YOLOv5s network, the ...
Olarewaju Mubashiru Lawal +2 more
doaj +2 more sources
Intelligent Integrated System for Fruit Detection Using Multi-UAV Imaging and Deep Learning [PDF]
SensorsIn the context of Industry 4.0, one of the most significant challenges is enhancing efficiency in sectors like agriculture by using intelligent sensors and advanced computing.
Oleksandr Melnychenko +4 more
doaj +2 more sources
Lightweight Fruit-Detection Algorithm for Edge Computing Applications [PDF]
Frontiers in Plant Science, 2021 In recent years, deep-learning-based fruit-detection technology has exhibited excellent performance in modern horticulture research. However, deploying deep learning algorithms in real-time field applications is still challenging, owing to the relatively
Wenli Zhang +11 more
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Biospeckle Supported Fruit Bruise Detection
, 2012 This research work proposed a study of fruit bruise detection by means of a biospeckle method, selecting the papaya fruit (Carica papaya) as testing body. Papaya is recognized as a fruit of outstanding nutritional qualities, showing high vitamin A content, calcium, carbohydrates, exhibiting high popularity all over the world, considering consumption ...
Adilson M. Enes +3 more
openaire +2 more sources
Date fruit detection dataset for automatic harvesting. [PDF]
Data BriefDate fruit is one of the most beneficial and delicious fruits in the world through its nutritional value, it's a rich source of sugar, Protein, Manganese, Fibers, and many other vitamins, on the other hand, date production in the world reached up to 9.45 million tons, one palm tree can produce dates for 40 to 50 years which makes date production one of
Zarouit Y +3 more
europepmc +4 more sources
Citrus green fruit detection via improved feature network extraction. [PDF]
Front Plant Sci, 2022 Lu J +8 more
europepmc +3 more sources
L*a*b*Fruits: A Rapid and Robust Outdoor Fruit Detection System Combining Bio-Inspired Features with One-Stage Deep Learning Networks [PDF]
Sensors, 2020 Automation of agricultural processes requires systems that can accurately detect and classify produce in real industrial environments that include variation in fruit appearance due to illumination, occlusion, seasons, weather conditions, etc.
Raymond Kirk +2 more
doaj +2 more sources
Fruit Detection and Yield Mass Estimation from a UAV Based RGB Dense Cloud for an Apple Orchard
DronesPrecise photogrammetric mapping of preharvest conditions in an apple orchard can help determine the exact position and volume of single apple fruits. This can help estimate upcoming yields and prevent losses through spatially precise cultivation measures.
Marius Hobart +5 more
doaj +2 more sources
Automated measurement of ascorbic acid levels in camu-camu using Vision Transformer [PDF]
Frontiers in Plant ScienceThis study introduces a fully automated and cost effective approach to quantify ascorbic acid levels in camu-camu (Myrciaria dubia), a tropical super fruit renowned for its exceptionally high vitamin C content.
Juan Carlos Gutiérrez Cáceres +5 more
doaj +2 more sources