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ResearchFormerly WizWand

Image Classification on iNaturalist 2021

87.3Top-1 AccuracyDINOv2 (dst)
2.43624.46846.568.532Dec 20, 2024Mar 5, 2025May 19, 2025Aug 2, 2025Oct 16, 2025Dec 30, 2025Mar 16, 2026
Updated 4mo ago

Evaluation results

MethodLinks
DINOv2 (dst)Arch=ViT-L/14, Data=LVD, Ep.=-, Probe=X-Blk2026.0387.3
FrancaArch=ViT-L/14, Data=LAION, Ep.=(3.2), Probe=X-Blk2026.0386.2
DINOv2 (dst)Arch=ViT-B/14, Data=LVD, Ep.=-, Probe=X-Blk2026.0384.3
DINOv2 (dst)Arch=ViT-L/14, Data=LVD, Ep.=-, Probe=CLS2026.0383.2
H8(ViT-H/16)FLOPs=77.5 x 10^9, Evaluation Protocol=linear2025.0582.2
I8(ViT-H/16)FLOPs=77.7 x 10^9, Evaluation Protocol=linear2025.0581.9
ViT-H/16FLOPs=127.7 x 10^9, Evaluation Protocol=linear2025.0581.7
H8(ViT-H/16)FLOPs=77.5 x 10^9, Evaluation Protocol=k-NN2025.0581.4
H8(ViT-L/16)FLOPs=37.7 x 10^9, Evaluation Protocol=linear2025.0581.3
I8(ViT-L/16)FLOPs=38.5 x 10^9, Evaluation Protocol=linear2025.0581.2
FrancaArch=ViT-B/14, Data=IN-22k, Ep.=(90), Probe=X-Blk2026.0381
ViT-H/16FLOPs=127.7 x 10^9, Evaluation Protocol=k-NN2025.0581
I8(ViT-H/16)FLOPs=77.7 x 10^9, Evaluation Protocol=k-NN2025.0580.9
ViT-L/16FLOPs=61.9 x 10^9, Evaluation Protocol=linear2025.0580.9
H8(ViT-L/16)FLOPs=37.7 x 10^9, Evaluation Protocol=k-NN2025.0580.8
CAPIArch=ViT-L/14, Data=IN-1k, Ep.=6394, Probe=X-Blk2026.0380.7
ViT-L/16FLOPs=61.9 x 10^9, Evaluation Protocol=k-NN2025.0580.5
DINOv2 (dst)Arch=ViT-B/14, Data=LVD, Ep.=-, Probe=CLS2026.0380.4
I8(ViT-L/16)FLOPs=38.5 x 10^9, Evaluation Protocol=k-NN2025.0580.4
DINOv2 (dst)Arch=ViT-S/14, Data=LVD, Ep.=-, Probe=X-Blk2026.0378.9
BootlegArch=ViT-L/16, Data=IN-1k, Ep.=600, Probe=X-Blk2026.0377.1
FrancaArch=ViT-L/14, Data=LAION, Ep.=(3.2), Probe=CLS2026.0377
MAEArch=ViT-L/16, Data=IN-1k, Ep.=1600, Probe=X-Blk2026.0376.3
DINOv2 (dst)Arch=ViT-L/14, Data=LVD, Ep.=-, Probe=Patch2026.0376.3
CrossMAEArch=ViT-L/16, Data=IN-1k, Ep.=800, Probe=X-Blk2026.0375.1
BootlegArch=ViT-B/16, Data=IN-1k, Ep.=600, Probe=X-Blk2026.0374.2
DINOv2 (dst)Arch=ViT-S/14, Data=LVD, Ep.=-, Probe=CLS2026.0374
FrancaArch=ViT-B/14, Data=IN-22k, Ep.=(90), Probe=CLS2026.0373.6
data2vec 2.0Arch=ViT-L/16, Data=IN-1k, Ep.=200, Probe=X-Blk2026.0372.7
FrancaArch=ViT-L/14, Data=LAION, Ep.=(3.2), Probe=Patch2026.0371.5
DINOv2 (dst)Arch=ViT-B/14, Data=LVD, Ep.=-, Probe=Patch2026.0371.4
MAEArch=ViT-B/16, Data=IN-1k, Ep.=1600, Probe=X-Blk2026.0370.7
CrossMAEArch=ViT-B/16, Data=IN-1k, Ep.=800, Probe=X-Blk2026.0370.2
Fine-Tunedbackbone=DINOv3 ViT-B/162025.1268.4
BootlegArch=ViT-S/16, Data=IN-1k, Ep.=600, Probe=X-Blk2026.0367.4
DINOv2 (dst)Arch=ViT-S/14, Data=LVD, Ep.=-, Probe=Patch2026.0364.2
FrancaArch=ViT-B/14, Data=IN-22k, Ep.=(90), Probe=Patch2026.0363.2
I-JEPAArch=ViT-B/16, Data=IN-1k, Ep.=600, Probe=X-Blk2026.0363
data2vec 2.0Arch=ViT-B/16, Data=IN-1k, Ep.=200, Probe=X-Blk2026.0361.3
I-JEPAArch=ViT-L/16, Data=IN-1k, Ep.=600, Probe=X-Blk2026.0361.3
BootlegArch=ViT-L/16, Data=IN-1k, Ep.=600, Probe=CLS2026.0361.2
Linear Probebackbone=DINOv3 ViT-B/162025.1260.9
CrossMAEArch=ViT-S/16, Data=IN-1k, Ep.=800, Probe=X-Blk2026.0359.8
Task Matrixbackbone=DINOv3 ViT-B/16, best layer=112025.1259.1
BootlegArch=ViT-B/16, Data=IN-1k, Ep.=600, Probe=CLS2026.0358.3
MAEArch=ViT-S/16, Data=IN-1k, Ep.=800, Probe=X-Blk2026.0357.5
BootlegArch=ViT-L/16, Data=IN-1k, Ep.=600, Probe=Patch2026.0353.2
MAEArch=ViT-L/16, Data=IN-1k, Ep.=1600, Probe=CLS2026.0351.8
BootlegArch=ViT-B/16, Data=IN-1k, Ep.=600, Probe=Patch2026.0350.9
CrossMAEArch=ViT-L/16, Data=IN-1k, Ep.=800, Probe=CLS2026.0350.1
I-JEPAArch=ViT-S/16, Data=IN-1k, Ep.=600, Probe=X-Blk2026.0348.4
BootlegArch=ViT-S/16, Data=IN-1k, Ep.=600, Probe=CLS2026.0347.8
CAPIArch=ViT-L/14, Data=IN-1k, Ep.=6394, Probe=Patch2026.0347.6
data2vec 2.0Arch=ViT-S/16, Data=IN-1k, Ep.=200, Probe=X-Blk2026.0347.4
MAEArch=ViT-L/16, Data=IN-1k, Ep.=1600, Probe=Patch2026.0343.9
MAEArch=ViT-B/16, Data=IN-1k, Ep.=1600, Probe=CLS2026.0343.3
CrossMAEArch=ViT-L/16, Data=IN-1k, Ep.=800, Probe=Patch2026.0343.2
BootlegArch=ViT-S/16, Data=IN-1k, Ep.=600, Probe=Patch2026.0342.6
CrossMAEArch=ViT-B/16, Data=IN-1k, Ep.=800, Probe=CLS2026.0341.7
data2vec 2.0Arch=ViT-L/16, Data=IN-1k, Ep.=200, Probe=CLS2026.0341.5
I-JEPAArch=ViT-B/16, Data=IN-1k, Ep.=600, Probe=Patch2026.0341.4
I-JEPAArch=ViT-L/16, Data=IN-1k, Ep.=600, Probe=Patch2026.0341.1
data2vec 2.0Arch=ViT-L/16, Data=IN-1k, Ep.=200, Probe=Patch2026.0338.6
CrossMAEArch=ViT-B/16, Data=IN-1k, Ep.=800, Probe=Patch2026.0338.3
MAEArch=ViT-B/16, Data=IN-1k, Ep.=1600, Probe=Patch2026.0337.4
data2vec 2.0Arch=ViT-B/16, Data=IN-1k, Ep.=200, Probe=CLS2026.0331.3
data2vec 2.0Arch=ViT-B/16, Data=IN-1k, Ep.=200, Probe=Patch2026.0329.7
I-JEPAArch=ViT-S/16, Data=IN-1k, Ep.=600, Probe=Patch2026.0326.8
CrossMAEArch=ViT-S/16, Data=IN-1k, Ep.=800, Probe=CLS2026.0326.7
MAEArch=ViT-S/16, Data=IN-1k, Ep.=800, Probe=CLS2026.0326.2
CrossMAEArch=ViT-S/16, Data=IN-1k, Ep.=800, Probe=Patch2026.0325.7
MAEArch=ViT-S/16, Data=IN-1k, Ep.=800, Probe=Patch2026.0322.3
dino.txtResolution=336, Pre-training Dataset=LVTD-2.3B, Evaluation Protocol=Zero-shot2024.1219.4
dino.txtResolution=224, Pre-training Dataset=LVTD-2.3B, Evaluation Protocol=Zero-shot2024.1218.8
DFNResolution=224, Pre-training Dataset=DFN-2B, Evaluation Protocol=Zero-shot2024.1217.6
SigLIPResolution=384, Pre-training Dataset=WebLi, Evaluation Protocol=Zero-shot2024.1217.5
data2vec 2.0Arch=ViT-S/16, Data=IN-1k, Ep.=200, Probe=Patch2026.0315.4
SigLIPResolution=256, Pre-training Dataset=WebLi, Evaluation Protocol=Zero-shot2024.1214.8
data2vec 2.0Arch=ViT-S/16, Data=IN-1k, Ep.=200, Probe=CLS2026.0314.6
MetaCLIPResolution=224, Pre-training Dataset=MetaCLIP-2.5B, Evaluation Protocol=Zero-shot2024.1210.2
EVA-02-CLIPResolution=336, Pre-training Dataset=Merged-2B, Evaluation Protocol=Zero-shot2024.126.4
CLIPResolution=336, Pre-training Dataset=WIT-400M, Evaluation Protocol=Zero-shot2024.125.7