Image Classification on Deep-Plant-Disease
83Top-1 AccuracyConvNeXt-S (50M)
Evaluation Results
| Method | Links | |
|---|---|---|
| ConvNeXt-S (50M)Init=LVD-1689M, Strategy=Distill, Teacher=BioCLIP-22026.04 | 83 | |
| ConvNeXt-S (50M)Init=LVD-1689M, Strategy=Distill, Teacher=DINOv3-L2026.04 | 82.8 | |
| ConvNeXt-T (29M)Init=LVD-1689M, Strategy=Distill, Teacher=BioCLIP-22026.04 | 82.7 | |
| ConvNeXt-T (29M)Init=LVD-1689M, Strategy=Distill, Teacher=DINOv3-L2026.04 | 82.4 | |
| ViT-S+ (29M)Init=LVD-1689M, Strategy=Distill, Teacher=BioCLIP-22026.04 | 82.4 | |
| ViT-S+ (29M)Init=LVD-1689M, Strategy=Distill, Teacher=DINOv3-L2026.04 | 82.3 | |
| ViT-S (21M)Init=LVD-1689M, Strategy=Distill, Teacher=BioCLIP-22026.04 | 82.2 | |
| ViT-S (21M)Init=LVD-1689M, Strategy=Distill, Teacher=DINOv3-L2026.04 | 82.1 | |
| ConvNeXt-S (50M)Init=LVD-1689M, Strategy=Distill, Teacher=PlantCLEF2026.04 | 81 | |
| ViT-S+ (29M)Init=LVD-1689M, Strategy=Finetune2026.04 | 80.9 | |
| ViT-S+ (29M)Init=LVD-1689M, Strategy=Distill, Teacher=PlantCLEF2026.04 | 80.8 | |
| ConvNeXt-T (29M)Init=LVD-1689M, Strategy=Distill, Teacher=PlantCLEF2026.04 | 80.7 | |
| ViT-S (21M)Init=LVD-1689M, Strategy=Distill, Teacher=PlantCLEF2026.04 | 80.7 | |
| ViT-S (21M)Init=LVD-1689M, Strategy=Finetune2026.04 | 80.5 | |
| ConvNeXt-S (50M)Init=LVD-1689M, Strategy=Finetune2026.04 | 80.4 | |
| ConvNeXt-T (29M)Init=LVD-1689M, Strategy=Finetune2026.04 | 79.9 | |
| DINOv3-L (300M)Init=LVD-1689M, Strategy=Linear Probe2026.04 | 76.6 | |
| ViT-S+ (29M)Init=Scratch, Strategy=Distill, Teacher=BioCLIP-22026.04 | 76.1 | |
| ViT-S+ (29M)Init=Scratch, Strategy=Distill, Teacher=DINOv3-L2026.04 | 75.7 | |
| ViT-S (21M)Init=Scratch, Strategy=Distill, Teacher=BioCLIP-22026.04 | 75.6 | |
| ViT-S+ (29M)Init=Scratch, Strategy=Distill, Teacher=PlantCLEF2026.04 | 75.2 | |
| ViT-S (21M)Init=Scratch, Strategy=Distill, Teacher=DINOv3-L2026.04 | 74.8 | |
| ViT-S (21M)Init=Scratch, Strategy=Distill, Teacher=PlantCLEF2026.04 | 74.5 | |
| BioCLIP-2 (300M)Init=TreeOfLife-200M, Strategy=Linear Probe2026.04 | 74.2 | |
| ViT-S+ (29M)Init=Scratch, Strategy=Finetune2026.04 | 73.6 | |
| ViT-S (21M)Init=Scratch, Strategy=Finetune2026.04 | 73 | |
| Pl@ntCLEF (86M)Init=Pl@ntCLEF2024, Strategy=Linear Probe2026.04 | 72.9 | |
| ConvNeXt-S (50M)Init=Scratch, Strategy=Distill, Teacher=DINOv3-L2026.04 | 70.1 | |
| ConvNeXt-S (50M)Init=Scratch, Strategy=Distill, Teacher=BioCLIP-22026.04 | 69.1 | |
| ConvNeXt-S (50M)Init=Scratch, Strategy=Distill, Teacher=PlantCLEF2026.04 | 68.4 | |
| ConvNeXt-T (29M)Init=Scratch, Strategy=Distill, Teacher=BioCLIP-22026.04 | 68 | |
| ConvNeXt-S (50M)Init=Scratch, Strategy=Finetune2026.04 | 67.7 | |
| ConvNeXt-T (29M)Init=Scratch, Strategy=Distill, Teacher=DINOv3-L2026.04 | 67.3 | |
| ConvNeXt-T (29M)Init=Scratch, Strategy=Finetune2026.04 | 66.5 | |
| ConvNeXt-T (29M)Init=Scratch, Strategy=Distill, Teacher=PlantCLEF2026.04 | 66 |