11 Aug 2026Open access
Backbone diversity beats text supervision: a systematic study of frozen multi-foundation model fusion for in-the-wild plant disease recognitionPublisher siteFrontiers in Plant Science, Smart Agriculture and AI
Active, last published 2026
In smart agriculture and ai
Youssef
Natij
Scholar“Research focused on Smart Agriculture and AI and adjacent fields.”
Ibn Tofail University
Morocco
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21
Citations
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01 · About the work
What I study
oussef Natij is a researcher working on Smart Agriculture and AI. A fuller summary will appear once they update their profile.
02 · Reach
Publication output and reach
Youssef's work has been cited 21 times across 3 active years. Bars show publications per year; the line shows cumulative citation totals across publications first appearing in each year.
03 · Research focus
Topics
Smart Agriculture and AI×5Advanced Neural Network Applications×4Photovoltaic System Optimization Techniques×3Remote Sensing in Agriculture×2Solar Radiation and Photovoltaics×2
04 · Where I am
Affiliations
Affiliation on published researchUniversité Ibn-Tofail, MoroccoDrawn from the institution listed on this researcher’s published work.
Research themes (UN SDGs)
05 · Selected work
Recent publications
9 works14 May 2026
Deep Learning–Based Object Detection for Automated Solar Panel Inspection: A Comprehensive ReviewPublisher site4 May 2026Open access
A resource-efficient framework for plant disease classification: integrating reduced-order modeling with treatment-based label engineeringPublisher siteFrontiers in Plant Science, Smart Agriculture and AI
1 Feb 2026Open access
Deep learning–based real time speed limit sign detection with YOLOv12 on edge AI platforms for embedded ADASPublisher siteBulletin of Electrical Engineering and Informatics, Advanced Neural Network Applications
25 Nov 2025
Review of AI Methods for Intelligent Photovoltaic Systems in Smart Grids: Forecasting, Sizing, MPPT, and Fault DiagnosisPublisher site16 Oct 2025
Integrating YOLOv and GPT-4 for Automated Plant Disease Detection and ManagementPublisher site23 Jul 20249cites
Evaluating the Performance of YOLO Object Detectors for Plant Disease DetectionPublisher site23 Jul 2024
Plant Disease Recognition: A Comprehensive Mini ReviewPublisher siteExpert Academic Profiles go further
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