Optimization strategies of fruit detection to overcome the challenge of unstructured background in field orchard environment: A review

Y Tang, J Qiu, Y Zhang, D Wu, Y Cao, K Zhao… - Precision Agriculture, 2023 - Springer
The demand for intelligent agriculture is increasing due to the continuous impact of world
food and environmental crises. Focusing on fruit detection, with the rapid development of …

A survey on the role of Internet of Things for adopting and promoting Agriculture 4.0

M Raj, S Gupta, V Chamola, A Elhence, T Garg… - Journal of Network and …, 2021 - Elsevier
There is a rapid increase in the adoption of emerging technologies like the Internet of Things
(IoT), Unmanned Aerial Vehicles (UAV), Internet of Underground Things (IoUT), Data …

Internet-of-Things (IoT)-based smart agriculture: Toward making the fields talk

M Ayaz, M Ammad-Uddin, Z Sharif, A Mansour… - IEEE …, 2019 - ieeexplore.ieee.org
Despite the perception people may have regarding the agricultural process, the reality is that
today's agriculture industry is data-centered, precise, and smarter than ever. The rapid …

Multi-class fruit-on-plant detection for apple in SNAP system using Faster R-CNN

F Gao, L Fu, X Zhang, Y Majeed, R Li, M Karkee… - … and Electronics in …, 2020 - Elsevier
Deep learning achieved high success of fruit-on-plant detection such as on apple. Most of
studies on apple detection identified all target fruits as one class regardless of fruit condition …

Recent advancements in fruit detection and classification using deep learning techniques

CC Ukwuoma, Q Zhiguang… - Mathematical …, 2022 - Wiley Online Library
Recent advances in computer vision have allowed broad applications in every area of life,
and agriculture is not left out. For the agri‐food industry, the use of advanced technology is …

Artificial intelligence and digital twins in sustainable agriculture and forestry: a survey

J Nie, Y Wang, Y Li, X Chao - Turkish Journal of Agriculture …, 2022 - journals.tubitak.gov.tr
Affected by global economic pressure and epidemics, sustainable agriculture has received
widespread attention from farmers and agricultural engineers. Throughout history …

Intelligent fruit yield estimation for orchards using deep learning based semantic segmentation techniques—a review

P Maheswari, P Raja, OE Apolo-Apolo… - Frontiers in plant …, 2021 - frontiersin.org
Smart farming employs intelligent systems for every domain of agriculture to obtain
sustainable economic growth with the available resources using advanced technologies …

Advances in apple's automated orchard equipment: A comprehensive research

M Mhamed, Z Zhang, J Yu, Y Li, M Zhang - Computers and Electronics in …, 2024 - Elsevier
This study reviews the advancement of apple-related technology in six distinct domains:
pruning, pollinating, thinning, bagging, harvesting, and sorting. Firstly, the pruning section …

Vision systems for harvesting robots: Produce detection and localization

LE Montoya-Cavero, RD de León Torres… - … and electronics in …, 2022 - Elsevier
In the last few years, the use of artificial intelligence and technological advances such as
deep learning, new 3D-capable sensors, and edge computing embedded systems have …

Multi-target recognition of bananas and automatic positioning for the inflorescence axis cutting point

F Wu, J Duan, S Chen, Y Ye, P Ai, Z Yang - Frontiers in plant science, 2021 - frontiersin.org
Multi-target recognition and positioning using robots in orchards is a challenging task in
modern precision agriculture owing to the presence of complex noise disturbance, including …