xPLNet
Image classification
Plant stress phenotyping
Research Compendium
AI classification of leaf pictures into different environmental stresses/diseases. Explainable model. Developped with soybean leaves, works with other species.
| Model metadata | Value |
|---|---|
| Tool Type | Research Compendium |
| Broad Task | Image classification |
| Specific Task | Plant stress phenotyping |
| Model type | Convolutional Neural Network |
| Description | AI classification of leaf pictures into different environmental stresses/diseases. Explainable model. Developped with soybean leaves, works with other species. |
| Task Specific | Yes |
| Ecology Specific | Yes |
| Language(s) | Python |
| Last Edited Time | 6/23/24 15:05 |
| Related Publication(s) | https://www.pnas.org/doi/10.1073/pnas.1716999115 |
| Dependencies | keras, numpy, theano |
| Tool URL (Github etc.) | https://github.com/SCSLabISU/xPLNet |
| Last Update (time ago) | Last updated more than a year ago |
| License | BSD-3-Clause |
| Contact Name | Soumik Sarkar; Arti Singh |
| Contact Email | mailto:soumiks@iastate.edu; mailto:arti@iastate.edu |
| Contact Responsiveness | nan |
| HuggingFace URL | nan |
| Reproducibility Method | nan |