PlantVillage
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Leaf Disease Classification | PlantVillage | Accuracy98.87 | 35 | |
| Image Classification | PlantVillage | Accuracy76.4 | 12 | |
| Leaf Disease Classification | PlantVillage Dataset (test) | Accuracy0.9872 | 10 | |
| Apple leaf disease classification | PlantVillage apple | Accuracy99.79 | 10 | |
| Few-Shot Classification | PlantVillage 5-Way | 1-Shot Accuracy89.4 | 9 | |
| 5-way Few-Shot Classification | PlantVillage Under Visual Domain Shift | 1-shot Accuracy71.2 | 8 | |
| Counterfactual Generation | PlantVillage | L1 Loss0.36 | 5 | |
| Grape Leaf Disease Classification | PlantVillage (test) | Accuracy96.23 | 5 | |
| Image Classification | PlantVillage 15-shot (test) | Accuracy97.8 | 4 | |
| Image Classification | PlantVillage 10-shot (test) | Accuracy97.08 | 4 | |
| Image Classification | PlantVillage 5-shot (test) | Accuracy89.85 | 4 | |
| Image Classification | PlantVillage 1-shot (test) | Accuracy49.08 | 4 | |
| Few-shot Classification | PlantVillage (Early-to-Late) | Cross-Stage Gen.0.83 | 3 | |
| Few-shot Image Classification | PlantVillage Experimental Setup-2: Apple, Blueberry, and Cherry plants | Accuracy (1 Shot)63.8 | 2 | |
| Few-shot Classification | PlantVillage (Early-to-Early) | Metric- | 0 |
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