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ResearchFormerly WizWand

Image Classification on Deep-Plant-Disease

83Top-1 AccuracyConvNeXt-S (50M)
65.3269.9174.579.09Apr 29, 2026
Updated 6mo ago

Evaluation results

MethodLinks
ConvNeXt-S (50M)Init=LVD-1689M, Strategy=Distill, Teacher=BioCLIP-22026.0483
ConvNeXt-S (50M)Init=LVD-1689M, Strategy=Distill, Teacher=DINOv3-L2026.0482.8
ConvNeXt-T (29M)Init=LVD-1689M, Strategy=Distill, Teacher=BioCLIP-22026.0482.7
ConvNeXt-T (29M)Init=LVD-1689M, Strategy=Distill, Teacher=DINOv3-L2026.0482.4
ViT-S+ (29M)Init=LVD-1689M, Strategy=Distill, Teacher=BioCLIP-22026.0482.4
ViT-S+ (29M)Init=LVD-1689M, Strategy=Distill, Teacher=DINOv3-L2026.0482.3
ViT-S (21M)Init=LVD-1689M, Strategy=Distill, Teacher=BioCLIP-22026.0482.2
ViT-S (21M)Init=LVD-1689M, Strategy=Distill, Teacher=DINOv3-L2026.0482.1
ConvNeXt-S (50M)Init=LVD-1689M, Strategy=Distill, Teacher=PlantCLEF2026.0481
ViT-S+ (29M)Init=LVD-1689M, Strategy=Finetune2026.0480.9
ViT-S+ (29M)Init=LVD-1689M, Strategy=Distill, Teacher=PlantCLEF2026.0480.8
ConvNeXt-T (29M)Init=LVD-1689M, Strategy=Distill, Teacher=PlantCLEF2026.0480.7
ViT-S (21M)Init=LVD-1689M, Strategy=Distill, Teacher=PlantCLEF2026.0480.7
ViT-S (21M)Init=LVD-1689M, Strategy=Finetune2026.0480.5
ConvNeXt-S (50M)Init=LVD-1689M, Strategy=Finetune2026.0480.4
ConvNeXt-T (29M)Init=LVD-1689M, Strategy=Finetune2026.0479.9
DINOv3-L (300M)Init=LVD-1689M, Strategy=Linear Probe2026.0476.6
ViT-S+ (29M)Init=Scratch, Strategy=Distill, Teacher=BioCLIP-22026.0476.1
ViT-S+ (29M)Init=Scratch, Strategy=Distill, Teacher=DINOv3-L2026.0475.7
ViT-S (21M)Init=Scratch, Strategy=Distill, Teacher=BioCLIP-22026.0475.6
ViT-S+ (29M)Init=Scratch, Strategy=Distill, Teacher=PlantCLEF2026.0475.2
ViT-S (21M)Init=Scratch, Strategy=Distill, Teacher=DINOv3-L2026.0474.8
ViT-S (21M)Init=Scratch, Strategy=Distill, Teacher=PlantCLEF2026.0474.5
BioCLIP-2 (300M)Init=TreeOfLife-200M, Strategy=Linear Probe2026.0474.2
ViT-S+ (29M)Init=Scratch, Strategy=Finetune2026.0473.6
ViT-S (21M)Init=Scratch, Strategy=Finetune2026.0473
Pl@ntCLEF (86M)Init=Pl@ntCLEF2024, Strategy=Linear Probe2026.0472.9
ConvNeXt-S (50M)Init=Scratch, Strategy=Distill, Teacher=DINOv3-L2026.0470.1
ConvNeXt-S (50M)Init=Scratch, Strategy=Distill, Teacher=BioCLIP-22026.0469.1
ConvNeXt-S (50M)Init=Scratch, Strategy=Distill, Teacher=PlantCLEF2026.0468.4
ConvNeXt-T (29M)Init=Scratch, Strategy=Distill, Teacher=BioCLIP-22026.0468
ConvNeXt-S (50M)Init=Scratch, Strategy=Finetune2026.0467.7
ConvNeXt-T (29M)Init=Scratch, Strategy=Distill, Teacher=DINOv3-L2026.0467.3
ConvNeXt-T (29M)Init=Scratch, Strategy=Finetune2026.0466.5
ConvNeXt-T (29M)Init=Scratch, Strategy=Distill, Teacher=PlantCLEF2026.0466