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

Original Research

Accepted on 24 Jul 2025

Enhancing detection of common bean diseases using fast gradient sign method-trained Vision Transformers

in AI in Food, Agriculture and Water

UPENDO Jimson MWAIBALE
Neema Mduma
Hudson Laizer
Bonny Mgawe

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1643582

375 views

Original Research

Accepted on 17 Jul 2025

Enhanced Plant Disease Classification with Attention-Based Convolutional Neural Network using Squeeze and Excitation Mechanism

in AI in Food, Agriculture and Water

Karthikeyan S
Charan R
Sathiya Narayanan Sekar
JANI ANBARASI L

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1640549

389 views

Original Research

Accepted on 17 Jul 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
Mason Earles
Nitin Nitin
Jiyoon Yi

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1632344

335 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

1,379 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

1,548 views

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

4,053 views

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

4,251 views

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

3,401 views
2 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

1,422 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

10,726 views
2 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

1,966 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

1,638 views

Original Research

Published on 06 Dec 2024

What is in a food store name? Leveraging large language models to enhance food environment data

in AI in Food, Agriculture and Water

Analee J. Etheredge
Samuel Hosmer
Aldo Crossa
Rachel Suss
Mark Torrey

Frontiers in Artificial Intelligence

doi 10.3389/frai.2024.1476950

1,804 views

Original Research

Published on 04 Dec 2024

Robust deep-learning based refrigerator food recognition

in AI in Food, Agriculture and Water

Xiaoyan Dai

Frontiers in Artificial Intelligence

doi 10.3389/frai.2024.1442948

2,317 views

Original Research

Published on 30 Oct 2024

Real-time crop row detection using computer vision- application in agricultural robots

in AI in Food, Agriculture and Water

Md. Nazmuzzaman Khan
Adibuzzaman Rahi
Veera P. Rajendran
Mohammad Al Hasan
Sohel Anwar

Frontiers in Artificial Intelligence

doi 10.3389/frai.2024.1435686

2,831 views
1 citation

Perspective

Published on 25 Oct 2024

Large language models can help boost food production, but be mindful of their risks

in AI in Food, Agriculture and Water

Djavan De Clercq
Elias Nehring
Harry Mayne
Adam Mahdi

Frontiers in Artificial Intelligence

doi 10.3389/frai.2024.1326153

7,323 views
9 citations