Leaf Disease Classification on PlantVillage
98.87AccuracyPSMamba
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PSMambaBackbone=Mamba2025.12 | 98.87 | 97.43 | 97.72 | 97.69 | |
| ConMambaYear=2025, Backbone=Mamba2025.12 | 98.63 | 96.74 | 97.59 | 97.38 | |
| CAEYear=2021, Backbone=CNN2025.12 | 98.41 | 96.21 | 97.11 | 96.65 | |
| IEM-ViTYear=2024, Backbone=Transformer2025.12 | 98.04 | 97.41 | 97.22 | 97.29 | |
| Mix-ViTYear=2024, Backbone=Transformer2025.12 | 97.81 | 97.22 | 97.04 | 97.11 | |
| HVT-XL2026.01 | 96.3 | — | — | — | |
| HVT-Baseparameter_matched=true2026.01 | 96 | — | — | — | |
| Swin-Baseparameter_matched=true2026.01 | 95.8 | — | — | — | |
| ViT-Base2026.01 | 95.2 | — | — | — | |
| StateSpace-SSLBackbone=Vision Mamba2025.12 | 94.61 | — | — | — | |
| ResNet-1012026.01 | 94.1 | — | — | — | |
| ASCLYear=2025, Backbone=CNN2025.12 | 93.5 | — | — | — | |
| DINOYear=2021, Backbone=Transformer2025.12 | 93.12 | 92.47 | 92.83 | 92.64 | |
| DINOBackbone=ViT-S2025.12 | 93.1 | — | — | — | |
| ViTYear=2024, Backbone=Transformer2025.12 | 93.06 | 92.31 | 92.62 | 92.41 | |
| Hybrid ViTBackbone=ViT-S + RN502025.12 | 93 | — | — | — | |
| MAEYear=2022, Backbone=Transformer2025.12 | 92.94 | 92.27 | 92.43 | 92.34 | |
| MAEBackbone=ViT-B2025.12 | 92.9 | — | — | — | |
| TransFGYear=2021, Backbone=Transformer2025.12 | 92.83 | 92.07 | 92.31 | 92.18 | |
| TransFGBackbone=ViT-S2025.12 | 92.8 | — | — | — | |
| DeiTBackbone=ViT-S2025.12 | 92.2 | — | — | — | |
| DeiTYear=2021, Backbone=Transformer2025.12 | 92.17 | 91.52 | 91.87 | 91.69 | |
| MaskCOVYear=2023, Backbone=CNN2025.12 | 92.03 | 91.34 | 91.59 | 91.43 | |
| MaskCOVBackbone=ResNet-502025.12 | 92 | — | — | — | |
| BYOLYear=2020, Backbone=CNN2025.12 | 90.06 | 89.33 | 89.47 | 89.38 | |
| BYOLBackbone=ResNet-50, Evaluation Protocol=Fine Tune2025.12 | 90 | — | — | — | |
| MoCoYear=2021, Backbone=CNN2025.12 | 89.23 | 88.37 | 88.66 | 88.48 | |
| MoCo v2Backbone=ResNet-50, Evaluation Protocol=Fine Tune2025.12 | 89.2 | — | — | — | |
| CIKICSYear=2021, Backbone=CNN2025.12 | 89.14 | 89.42 | 83.73 | 79.62 | |
| ClusteringYear=2022, Backbone=CNN2025.12 | 88.93 | — | — | — | |
| SimCLRBackbone=ResNet-50, Evaluation Protocol=Fine Tune2025.12 | 88.7 | — | — | — | |
| SimCLRYear=2020, Backbone=CNN2025.12 | 88.67 | 87.94 | 88.11 | 88.02 | |
| BYOLBackbone=ResNet-50, Evaluation Protocol=Large2025.12 | 88.5 | — | — | — | |
| SimCLRBackbone=ResNet-50, Evaluation Protocol=Large2025.12 | 86.4 | — | — | — | |
| MoCo v2Backbone=ResNet-50, Evaluation Protocol=Large2025.12 | 85.2 | — | — | — |