Backbone diversity beats text supervision: a systematic study of frozen multi-foundation model fusion for in-the-wild plant disease recognition.
- DOI
- 10.3389/fpls.2026.1860665
- Published
- 2026
- Container
- Frontiers in plant science
- Publisher
- Not recorded
- Open access
- yes
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Cite this work
BibTeX
@article{allodium:10.3389/fpls.2026.1860665,
title = {Backbone diversity beats text supervision: a systematic study of frozen multi-foundation model fusion for in-the-wild plant disease recognition.},
author = {El Karch H and Natij Y and Benaly M and El Gouri R and Mezouari A},
year = {2026},
journal = {Frontiers in plant science},
doi = {10.3389/fpls.2026.1860665},
url = {https://doi.org/10.3389/fpls.2026.1860665}
}RIS
TY - JOUR TI - Backbone diversity beats text supervision: a systematic study of frozen multi-foundation model fusion for in-the-wild plant disease recognition. AU - El Karch H AU - Natij Y AU - Benaly M AU - El Gouri R AU - Mezouari A PY - 2026 JO - Frontiers in plant science DO - 10.3389/fpls.2026.1860665 UR - https://doi.org/10.3389/fpls.2026.1860665 ER -
APA
H, E. K., Y, N., M, B., R, E. G., & A, M. (2026). Backbone diversity beats text supervision: a systematic study of frozen multi-foundation model fusion for in-the-wild plant disease recognition.. Frontiers in plant science. https://doi.org/10.3389/fpls.2026.1860665
Source records
- pubmed · retrieved 2026-09-25T07:39:48.207Z