Gradient-guided boundary-aware selective scanning with multi-scale context aggregation for plant lesion segmentation
By coupling scale robustness with boundary precision in a single architecture, GARDEN delivers accurate and reliable plant lesion segmentation. This method effectively addresses key challenges in the field, offering a robust solution for automated disease analysis under challenging real-world conditions.
Authors
- Zidan Zhu
- Jia Guo (ORCID: https://orcid.org/0000-0001-5042-4045)
- T Li
- Tianhua Yang (ORCID: https://orcid.org/0000-0001-5769-1146)
- Feihe Shao
- Guanqun Sun
- Junyi Xin
- Yizhi Pan
Institutions
- Japan Advanced Institute of Science and Technology (JP)
- Hosei University (JP)
- Hangzhou Medical College (CN)
Publication Details
- Journal
- Frontiers in Plant Science
- Published
- 2025-12-23
- DOI
- https://doi.org/10.3389/fpls.2025.1727075
- Citations
- 2
- Primary Topic
- Smart Agriculture and AI
- Type
- article
- Field-Weighted Citation Impact
- 3.50