Recent advances in Transformer technology for agriculture: A comprehensive survey

W **e, M Zhao, Y Liu, D Yang, K Huang, C Fan… - … Applications of Artificial …, 2024 - Elsevier
Intelligent agriculture is critical for guiding agricultural production and enhancing efficiency
through early disease diagnosis, yield estimation, automatic harvest, and postharvest …

An efficient deep learning model for tomato disease detection

X Wang, J Liu - Plant Methods, 2024 - Springer
Tomatoes possess significant nutritional and economic value. However, frequent diseases
can detrimentally impact their quality and yield. Images of tomato diseases captured amidst …

Applications and perspectives of Generative Artificial Intelligence in agriculture

F Pallottino, S Violino, S Figorilli, C Pane… - … and Electronics in …, 2025 - Elsevier
Artificial Intelligence (AI) applications related to agriculture have recently gained in use and
attention. They are indeed valuable tools for interpreting data, improving production chains …

Multisource information fusion method for vegetable disease detection

J Liu, X Wang - BMC Plant Biology, 2024 - Springer
Automated detection and identification of vegetable diseases can enhance vegetable quality
and increase profits. Images of greenhouse-grown vegetable diseases often feature …

DVTXAI: a novel deep vision transformer with an explainable AI-based framework and its application in agriculture

S Kamal, P Sharma, PK Gupta, MK Siddiqui… - The Journal of …, 2025 - Springer
Agriculture is one of the fundamental components of human civilization, contributing not only
to food production but also to economic growth. Early identification of diseases in plants …

CustomBottleneck-VGGNet: Advanced tomato leaf disease identification for sustainable agriculture

M Zarboubi, A Bellout, S Chabaa, A Dliou - Computers and Electronics in …, 2025 - Elsevier
In recent years, sustainable agriculture has become increasingly important due to
challenges such as climate change, population growth, and the need for food security …

Portable solutions for plant pathogen diagnostics: development, usage, and future potential

A Yadav, K Yadav - Frontiers in Microbiology, 2025 - frontiersin.org
The increasing prevalence of plant pathogens presents a critical challenge to global food
security and agricultural sustainability. While accurate, traditional diagnostic methods are …

The optimization path of agricultural industry structure and intelligent transformation by deep learning

X Pan, J Chen - Scientific Reports, 2024 - nature.com
This study addresses key challenges in optimizing agricultural industry structures and
facilitating intelligent transformation through the application of deep learning algorithms and …

S2AM: a sustainable smart agriculture model for crop protection based on deep learning

A Sharma, P Sharma - Journal of Plant Diseases and Protection, 2024 - Springer
Agriculture is the golden thread that fastens all the sustainable development goals globally.
However, the massive population explosion and ecosystem degradation have pressurized …