Frontiers in Artificial Intelligence | AI in Food, Agriculture and Water

Review

Published on 17 Sep 2025

A bibliometric review of deep learning in crop monitoring: trends, challenges, and future perspectives

in AI in Food, Agriculture and Water

Rui Zhang
Xue Wu
Jing Li
Pengyu Zhao
Qing Zhang
Lige Wuri
Donghui Zhang
Zhijie Zhang
Linnan Yang

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1636898

878 views

Mini Review

Accepted on 12 Sep 2025

Data quality challenges of AIGC application in smart agriculture

in AI in Food, Agriculture and Water

Yingxue Ren
Yitong Qu
Runzeng Gao

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1640805

547 views

Brief Research Report

Accepted on 04 Sep 2025

Fluorescent marker prediction for non-invasive optical imaging in bovine satellite cells using deep learning

in AI in Food, Agriculture and Water

Sania Sinha
Aarham Wasit
Won Seob Kim
Jongkyoo Kim
Jiyoon Yi

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1577027

517 views

Original Research

Published on 22 Aug 2025

Dairy DigiD: a keypoint-based deep learning system for classifying dairy cattle by physiological and reproductive status

in AI in Food, Agriculture and Water

Shubhangi Mahato
Hanqing Bi
Suresh Neethirajan

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1545247

1,688 views

Original Research

Published on 12 Aug 2025

Enhanced plant disease classification with attention-based convolutional neural network using squeeze and excitation mechanism

in AI in Food, Agriculture and Water

S. Karthikeyan
R. Charan
Sathiya Narayanan
L. Jani Anbarasi

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1640549

1,429 views

Original Research

Published on 12 Aug 2025

Enhancing AI microscopy for foodborne bacterial classification using adversarial domain adaptation to address optical and biological variability

in AI in Food, Agriculture and Water

Siddhartha Bhattacharya
Aarham Wasit
J Mason Earles
Nitin Nitin
Jiyoon Yi

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1632344

1,049 views

Original Research

Published on 06 Aug 2025

Enhancing detection of common bean diseases using Fast Gradient Sign Method–trained Vision Transformers

in AI in Food, Agriculture and Water

Upendo Mwaibale
Neema Mduma
Hudson Laizer
Bonny Mgawe

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1643582

1,299 views

Original Research

Published on 13 May 2025

Deep learning classification of drainage crossings based on high-resolution DEM-derived geomorphological information

in AI in Food, Agriculture and Water

Michael Edidem
Bill Xu
Ruopu Li
Di Wu
Banafsheh Rekabdar
Guangxing Wang

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1561281

1,613 views

Original Research

Published on 26 Mar 2025

MoSViT: a lightweight vision transformer framework for efficient disease detection via precision attention mechanism

in AI in Food, Agriculture and Water

Yuanqi Chen
Aiping Wang
Ziyang Liu
Jie Yue
Enxu Zhang
Fei Li
Ning Zhang

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1498025

1,836 views
2 citations

Original Research

Published on 03 Feb 2025

Deep learning and explainable AI for classification of potato leaf diseases

in AI in Food, Agriculture and Water

Sarah M. Alhammad
Doaa Sami Khafaga
Walaa M. El-hady
Farid M. Samy
Khalid M. Hosny

Frontiers in Artificial Intelligence

doi 10.3389/frai.2024.1449329

5,241 views
2 citations

Original Research

Published on 23 Jan 2025

Cyberinfrastructure for machine learning applications in agriculture: experiences, analysis, and vision

in AI in Food, Agriculture and Water

Lucas Waltz
Sushma Katari
Chaeun Hong
Adit Anup
Julian Colbert
Anirudh Potlapally
Taylor Dill
Canaan Porter
John Engle
Christopher Stewart

Frontiers in Artificial Intelligence

doi 10.3389/frai.2024.1496066

5,347 views
1 citation

Perspective

Published on 23 Jan 2025

Enhancing Africa’s agriculture and food systems through responsible and gender inclusive AI innovation: insights from AI4AFS network

in AI in Food, Agriculture and Water

Nicholas Ozor
Joel Nwakaire
Alfred Nyambane
Wentland Muhatiah
Cynthia Nwobodo

Frontiers in Artificial Intelligence

doi 10.3389/frai.2024.1472236

4,352 views
9 citations

Original Research

Published on 23 Jan 2025

Phenology analysis for trait prediction using UAVs in a MAGIC rice population with different transplanting protocols

in AI in Food, Agriculture and Water

Shoji Taniguchi
Toshihiro Sakamoto
Haruki Nakamura
Yasunori Nonoue
Di Guan
Akari Fukuda
Hirofumi Fukuda
Kaede C. Wada
Takuro Ishii
Jun-Ichi Yonemaru

Frontiers in Artificial Intelligence

doi 10.3389/frai.2024.1477637

1,712 views

Original Research

Published on 23 Jan 2025

Exploring the potential of AI-driven food waste management strategies used in the hospitality industry for application in household settings

in AI in Food, Agriculture and Water

Quintana M. Clark
Disha Basavaraja Kanavikar
Jason Clark
Patrick J. Donnelly

Frontiers in Artificial Intelligence

doi 10.3389/frai.2024.1429477

13,485 views
3 citations

Original Research

Published on 09 Jan 2025

Dynamic-budget superpixel active learning for semantic segmentation

in AI in Food, Agriculture and Water

Yuemin Wang
Ian Stavness

Frontiers in Artificial Intelligence

doi 10.3389/frai.2024.1498956

2,516 views

Original Research

Published on 11 Dec 2024

A hybrid deep learning-based approach for optimal genotype by environment selection

in AI in Food, Agriculture and Water

Zahra Khalilzadeh
Motahareh Kashanian
Saeed Khaki
Lizhi Wang

Frontiers in Artificial Intelligence

doi 10.3389/frai.2024.1312115

1,864 views