Trends in vision-based machine learning techniques for plant disease identification: A systematic review

PS Thakur, P Khanna, T Sheorey, A Ojha - Expert Systems with …, 2022 - Elsevier
Globally, all the major crops are significantly affected by diseases every year, as manual
inspection across diverse fields is time-consuming, tedious, and requires expert knowledge …

Plant image recognition with deep learning: A review

Y Chen, Y Huang, Z Zhang, Z Wang, B Liu, C Liu… - … and Electronics in …, 2023 - Elsevier
Significant advances in the field of digital image processing have been achieved in recent
years using deep learning, which has significantly exceeded previous methods. Deep …

[HTML][HTML] Smart applications and digital technologies in viticulture: A review

J Tardaguila, M Stoll, S Gutiérrez, T Proffitt… - Smart Agricultural …, 2021 - Elsevier
It is important to continuously monitor the long-term impact of viticultural management
practices and assess opportunities for improving the environmental footprint of vineyard …

[HTML][HTML] A hybrid model of ghost-convolution enlightened transformer for effective diagnosis of grape leaf disease and pest

X Lu, R Yang, J Zhou, J Jiao, F Liu, Y Liu, B Su… - Journal of King Saud …, 2022 - Elsevier
Disease and pest are the main factors causing grape yield reduction. Correct and timely
identification of these symptoms are necessary for the vineyard. However, the commonly …

Identification method of vegetable diseases based on transfer learning and attention mechanism

X Zhao, K Li, Y Li, J Ma, L Zhang - Computers and Electronics in Agriculture, 2022 - Elsevier
Artificial Intelligence for disease identification is currently the focus of great research interest.
Nonetheless, the approach has some problems, for example, identification takes a long time …

A systematic literature review on plant disease detection: Motivations, classification techniques, datasets, challenges, and future trends

W Shafik, A Tufail, A Namoun, LC De Silva… - Ieee …, 2023 - ieeexplore.ieee.org
Plant pests and diseases are a significant threat to almost all major types of plants and
global food security. Traditional inspection across different plant fields is time-consuming …

Deep learning based automatic grape downy mildew detection

Z Zhang, Y Qiao, Y Guo, D He - Frontiers in Plant Science, 2022 - frontiersin.org
Grape downy mildew (GDM) disease is a common plant leaf disease, and it causes serious
damage to grape production, reducing yield and fruit quality. Traditional manual disease …

Technologies and innovative methods for precision viticulture: a comprehensive review

MV Ferro, P Catania - Horticulturae, 2023 - mdpi.com
The potential of precision viticulture has been highlighted since the first studies performed in
the context of viticulture, but especially in the last decade there have been excellent results …

Current trends and perspectives on predictive models for mildew diseases in vineyards

L Velasquez-Camacho, M Otero, B Basile, J Pijuan… - Microorganisms, 2022 - mdpi.com
Environmental and economic costs demand a rapid transition to more sustainable farming
systems, which are still heavily dependent on chemicals for crop protection. Despite their …

It is time to develop sustainable management of agricultural sulfur

JR Gerson, ELS Hinckley - Earth's Future, 2023 - Wiley Online Library
Globally, sulfur (S) applications to croplands result in S inputs that often exceed historical
atmospheric deposition. Sulfur is applied to crops as a fertilizer, fungicide, soil conditioner …