Leaf Disease Classification on PlantDoc
91.24AccuracyStateSpace-SSL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| StateSpace-SSLBackbone=Vision Mamba2025.12 | 91.24 | — | |
| DINOBackbone=ViT-S2025.12 | 88.6 | — | |
| Hybrid ViTBackbone=ViT-S + RN502025.12 | 88.3 | — | |
| MAEBackbone=ViT-B2025.12 | 88.1 | — | |
| TransFGBackbone=ViT-S2025.12 | 88 | — | |
| DeiTBackbone=ViT-S2025.12 | 87.2 | — | |
| HVT-XL2026.01 | 87.1 | — | |
| MaskCOVBackbone=ResNet-502025.12 | 86.6 | — | |
| HVT-Baseparameter_matched=true2026.01 | 86.2 | — | |
| Swin-Baseparameter_matched=true2026.01 | 85.1 | — | |
| ViT-Base2026.01 | 84.3 | — | |
| BYOLBackbone=ResNet-50, Evaluation Protocol=Fine Tune2025.12 | 83.5 | — | |
| ResNet-1012026.01 | 82.5 | — | |
| MoCo v2Backbone=ResNet-50, Evaluation Protocol=Fine Tune2025.12 | 82.1 | — | |
| SimCLRBackbone=ResNet-50, Evaluation Protocol=Fine Tune2025.12 | 81.4 | — | |
| BYOLBackbone=ResNet-50, Evaluation Protocol=Large2025.12 | 80 | — | |
| SimCLRBackbone=ResNet-50, Evaluation Protocol=Large2025.12 | 78.8 | — | |
| MoCo v2Backbone=ResNet-50, Evaluation Protocol=Large2025.12 | 76 | — | |
| GeminiDomain=Biological, Embeddings=BioCLIP2, Size (K)=2.52025.07 | 74.2 | 1.8 | |
| BioCLIPDomain=Biological, Embeddings=BioCLIP2, Size (K)=2.52025.07 | 72 | 1.8 | |
| MARVISDomain=Biological, Embeddings=BioCLIP2, Size (K)=2.52025.07 | 67.4 | 1.8 |