SCA-MobiPlant: smartphone-deployed multistage attention fusion model for accurate field detection of chili leaf curl complex
The final system, termed SCA-MobiPlant, has been successfully implemented on smartphones, along with a Disease Incidence (DI) calculation module, enabling rapid and accurate field assessment of the disease. This facilitates appropriate intervention strategies while minimizing unnecessary pesticide use. The study highlights the potential of lightweight, attention-enhanced models for real-world plant disease diagnostics, particularly in resource-constrained agricultural settings.
Authors
- Shubhajyoti Das (ORCID: https://orcid.org/0000-0001-9265-5239)
- Parimal Sinha (ORCID: https://orcid.org/0000-0001-6591-7627)
- Samrat Paul (ORCID: https://orcid.org/0000-0001-6222-3224)
- Anirban Roy (ORCID: https://orcid.org/0000-0001-5497-0190)
- Mehulee Sarkar
- Venu Emmadi
Institutions
- Indian Agricultural Research Institute (IN)
- Indian Institute of Engineering Science and Technology, Shibpur (IN)
Publication Details
- Journal
- Plant Methods
- Published
- 2025-10-27
- DOI
- https://doi.org/10.1186/s13007-025-01453-x
- Citations
- 2
- Primary Topic
- Smart Agriculture and AI
- Type
- article
- Field-Weighted Citation Impact
- 3.50
Funders
- Indian Council of Agricultural Research
- Indian Agricultural Research Institute