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Strawberries are widely appreciated for their aroma, bright red color, juicy texture, and sweetness. They are, however, among the most sensitive fruits when it comes to the quality of the end product. The recent commercial trends show a…

网络与互联网体系结构 · 计算机科学 2021-09-24 Constantinos Marios Angelopoulos , Gabriel Filios , Sotiris Nikoletseas , Theofanis P. Raptis

The use of unmanned aerial vehicles (UAV) is revolutionizing the agricultural industry. Cashews are grown by approximately 70% of small and marginal farmers, and the cashew industry plays a critical role in their economic development. To…

图像与视频处理 · 电气工程与系统科学 2023-03-16 Manoj Kumar Rajagopal , Bala Murugan MS

This manuscript presented an autonomous home farm for predicting metrological characteristics that can not only automate the process of growing crops but also, due to a neural network, significantly increase the productivity of the farm.…

信号处理 · 电气工程与系统科学 2021-07-14 R. Ildar

The use of artificial intelligence in the agricultural sector has been growing at a rapid rate to automate farming activities. Emergent farming technologies focus on mapping and classification of plants, fruits, diseases, and soil types.…

计算机视觉与模式识别 · 计算机科学 2022-07-25 Jakub Pomykala , Francisco de Lemos , Isibor Kennedy Ihianle , David Ada Adama , Pedro Machado

Image-based machine learning models can be used to make the sorting and grading of agricultural products more efficient. In many regions, implementing such systems can be difficult due to the lack of centralization and automation of…

计算机视觉与模式识别 · 计算机科学 2023-01-11 Manuel Knott , Fernando Perez-Cruz , Thijs Defraeye

This paper provides a review of an emerging field in the food processing sector, referring to efficient and safe food supply chains, from farm to fork, as enabled by Artificial Intelligence (AI). Recent advances in machine and deep learning…

机器学习 · 计算机科学 2021-05-04 Ilianna Kollia , Jack Stevenson , Stefanos Kollias

Fruit recognition using Deep Convolutional Neural Network (CNN) is one of the most promising applications in computer vision. In recent times, deep learning based classifications are making it possible to recognize fruits from images.…

计算机视觉与模式识别 · 计算机科学 2020-01-28 Shadman Sakib , Zahidun Ashrafi , Md. Abu Bakr Siddique

Accurate prediction of agricultural crop prices is a crucial input for decision-making by various stakeholders in agriculture: farmers, consumers, retailers, wholesalers, and the Government. These decisions have significant implications…

In image-based plant diagnosis, clues related to diagnosis are often unclear, and the other factors such as image backgrounds often have a significant impact on the final decision. As a result, overfitting due to latent similarities in the…

计算机视觉与模式识别 · 计算机科学 2019-11-26 Takumi Saikawa , Quan Huu Cap , Satoshi Kagiwada , Hiroyuki Uga , Hitoshi Iyatomi

Today, crop diversification in agriculture is a critical issue to meet the increasing demand for food and improve food safety and quality. This issue is considered to be the most important challenge for the next generation of agriculture…

机器学习 · 计算机科学 2024-12-24 Ozlem Turgut , Ibrahim Kok , Suat Ozdemir

India, as a predominantly agrarian economy, faces significant challenges in agriculture, including substantial crop losses caused by diseases, pests, and environmental stress. Early detection and accurate identification of diseases across…

计算机视觉与模式识别 · 计算机科学 2025-07-04 Vivek Yadav , Anugrah Jain

Plant breeding programs require assessments of days to maturity for accurate selection and placement of entries in appropriate tests. In the early stages of the breeding pipeline, soybean breeding programs assign relative maturity ratings…

计算机视觉与模式识别 · 计算机科学 2024-12-16 Bitgoeul Kim , Samuel W. Blair , Talukder Z. Jubery , Soumik Sarkar , Arti Singh , Asheesh K. Singh , Baskar Ganapathysubramanian

Monitoring land cover using remote sensing is vital for studying environmental changes and ensuring global food security through crop yield forecasting. Specifically, multitemporal remote sensing imagery provides relevant information about…

计算机视觉与模式识别 · 计算机科学 2023-06-06 Amanda A. Boatswain Jacques , Abdoulaye Baniré Diallo , Etienne Lord

Rigorous crop counting is crucial for effective agricultural management and informed intervention strategies. However, in outdoor field environments, partial occlusions combined with inherent ambiguity in distinguishing clustered crops from…

计算机视觉与模式识别 · 计算机科学 2026-01-05 Md Ahmed Al Muzaddid , William J. Beksi

SmartDate is an AI-powered system for automated sorting and quality control of date fruits. It combines deep learning, genetic algorithms, and reinforcement learning to improve classification accuracy and predict shelf life. The system uses…

机器学习 · 计算机科学 2025-08-05 Khaled Eskaf

Radiometric infrared (IR) imaging is a valuable technique for remote-sensing applications in precision agriculture, such as irrigation monitoring, crop health assessment, and yield estimation. Low-cost uncooled non-radiometric IR cameras…

图像与视频处理 · 电气工程与系统科学 2025-02-21 Navot Oz , Nir Sochen , David Mendlovic , Iftach Klapp

Robots are increasingly being deployed in agriculture to support sustainable practices and improve productivity. They offer strong potential to enable precise, efficient, and environmentally friendly operations. However, most existing…

机器人学 · 计算机科学 2026-03-31 Stephane Ngnepiepaye Wembe , Vincent Rousseau , Johann Laconte , Roland Lenain

As the agricultural workforce declines and labor costs rise, robotic yield estimation has become increasingly important. While unmanned ground vehicles (UGVs) are commonly used for indoor farm monitoring, their deployment in greenhouses is…

机器人学 · 计算机科学 2025-05-05 Taewook Park , Jinwoo Lee , Hyondong Oh , Won-Jae Yun , Kyu-Wha Lee

Crop-based training strategies decouple training resolution from GPU memory consumption, allowing the use of large-capacity panoptic segmentation networks on multi-megapixel images. Using crops, however, can introduce a bias towards…

计算机视觉与模式识别 · 计算机科学 2021-03-24 Lorenzo Porzi , Samuel Rota Bulò , Peter Kontschieder

The concept of traditional farming is changing rapidly with the introduction of smart technologies like the Internet of Things (IoT). Under the concept of smart agriculture, precision agriculture is gaining popularity to enable Decision…

密码学与安全 · 计算机科学 2022-02-01 Md. Rashid Al Asif , Khondokar Fida Hasan , Md Zahidul Islam , Rahamatullah Khondoker