Integrated design of an efficient multi spectral imaging and federated learning framework for precision crop disease diagnosis in low-resource farming communities

J. S. V. R. S. Sastry, Pannangi Naresh, Amreen Ayesha, Tanvir Habib Sardar, P. Namratha, T. M. Rajesh, Praveen Kulkarni, K. Raghavendar

Open source

DOI
10.1038/s41598-026-53339-0
Published
2026-08-10
Container
Scientific Reports
Publisher
Springer Science and Business Media LLC
Open access
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BibTeX

@article{allodium:10.1038/s41598-026-53339-0,
  title = {Integrated design of an efficient multi spectral imaging and federated learning framework for precision crop disease diagnosis in low-resource farming communities},
  author = {J. S. V. R. S. Sastry and Pannangi Naresh and Amreen Ayesha and Tanvir Habib Sardar and P. Namratha and T. M. Rajesh and Praveen Kulkarni and K. Raghavendar},
  year = {2026},
  journal = {Scientific Reports},
  doi = {10.1038/s41598-026-53339-0},
  url = {https://doi.org/10.1038/s41598-026-53339-0}
}

RIS

TY  - JOUR
TI  - Integrated design of an efficient multi spectral imaging and federated learning framework for precision crop disease diagnosis in low-resource farming communities
AU  - J. S. V. R. S. Sastry
AU  - Pannangi Naresh
AU  - Amreen Ayesha
AU  - Tanvir Habib Sardar
AU  - P. Namratha
AU  - T. M. Rajesh
AU  - Praveen Kulkarni
AU  - K. Raghavendar
PY  - 2026
JO  - Scientific Reports
DO  - 10.1038/s41598-026-53339-0
UR  - https://doi.org/10.1038/s41598-026-53339-0
ER  - 

APA

Sastry, J. S. V. R. S., Naresh, P., Ayesha, A., Sardar, T. H., Namratha, P., Rajesh, T. M., Kulkarni, P., & Raghavendar, K. (2026). Integrated design of an efficient multi spectral imaging and federated learning framework for precision crop disease diagnosis in low-resource farming communities. Scientific Reports. https://doi.org/10.1038/s41598-026-53339-0

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