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ResearchFormerly WizWand

Image Classification on ImageNet (Top-1 and Top-5 Accuracy)

88.6Top-1 AccViT-Huge
67.17672.73878.383.862Jul 20, 2022Feb 21, 2023Sep 25, 2023Apr 28, 2024Nov 30, 2024Jul 4, 2025Feb 6, 2026
Updated 7mo ago

Evaluation results

MethodLinks
ViT-HugeParam=632M, Data=JFT+ImageNet2022.0888.6—
DSeq-JEPAArch.=ViT-H/16448, Epochs=300, Evaluation Protocol=Fine-tune, View Data Augmentation=false2025.1187.8—
DSeq-C-JEPAArch.=ViT-L/16, Epochs=600, Evaluation Protocol=Fine-tune, View Data Augmentation=false2025.1187.2—
I-JEPAArch.=ViT-H/16448, Epochs=300, Evaluation Protocol=Fine-tune, View Data Augmentation=false2025.1187.1—
MAE-ViT-HugeParam=632M, Data=ImageNet2022.0886.9—
C-JEPAArch.=ViT-L/16, Epochs=600, Evaluation Protocol=Fine-tune, View Data Augmentation=false2025.1186.9—
DSeq-JEPAArch.=ViT-L/16, Epochs=600, Evaluation Protocol=Fine-tune, View Data Augmentation=false2025.1186.8—
I-JEPAArch.=ViT-L/16, Epochs=600, Evaluation Protocol=Fine-tune, View Data Augmentation=false2025.1186.6—
MAEArch.=ViT-L/16, Epochs=1600, Evaluation Protocol=Fine-tune, View Data Augmentation=false2025.1185.9—
EfficientNet-L2Param=480M, Data=ImageNet2022.0885.597.5
NEPAArch.=ViT-L/14, Epochs=800, Evaluation Protocol=Fine-tune, View Data Augmentation=false2025.1185.3—
ConvNeXt-LParam=198M, Data=ImageNet2022.0884.3—
Semi-ViT-HugeParam=632M, Data=10%ImageNet2022.0884.396.6
DSeq-C-JEPAArch.=ViT-B/16, Epochs=600, Evaluation Protocol=Fine-tune, View Data Augmentation=false2025.1184.3—
C-JEPAArch.=ViT-B/16, Epochs=600, Evaluation Protocol=Fine-tune, View Data Augmentation=false2025.1184.2—
DSeq-JEPAArch.=ViT-B/16, Epochs=600, Evaluation Protocol=Fine-tune, View Data Augmentation=false2025.1184—
iBOTArch.=ViT-B/16, Epochs=1600, Evaluation Protocol=Fine-tune, View Data Augmentation=true2025.1184—
NEPAArch.=ViT-B/14, Epochs=1600, Evaluation Protocol=Fine-tune, View Data Augmentation=false2025.1183.8—
MAEArch.=ViT-B/16, Epochs=1600, Evaluation Protocol=Fine-tune, View Data Augmentation=false2025.1183.6—
I-JEPAArch.=ViT-B/16, Epochs=600, Evaluation Protocol=Fine-tune, View Data Augmentation=false2025.1183.5—
Swin-BParam=88M, Data=ImageNet2022.0883.3—
DINOArch.=ViT-B/16, Epochs=1600, Evaluation Protocol=Fine-tune, View Data Augmentation=true2025.1182.8—
DSeq-JEPAArch.=ViT-H/16448, Epochs=300, Evaluation Protocol=Linear, View Data Augmentation=false2025.1182.4—
DeiT-BParam=86M, Data=ImageNet2022.0881.8—
SENet-154Param=146M, Data=ImageNet2022.0881.395.5
I-JEPAArch.=ViT-H/16448, Epochs=300, Evaluation Protocol=Linear, View Data Augmentation=false2025.1181.1—
ResNeXt-101Param=84M, Data=ImageNet2022.0880.995.6
Inception-v4Param=48M, Data=ImageNet2022.088095
Semi-ViT-HugeParam=632M, Data=1%ImageNet2022.088093.1
iBOTArch.=ViT-B/16, Epochs=1600, Evaluation Protocol=Linear, View Data Augmentation=true2025.1179.5—
LeJEPAArch.=ViT-H/14, Epochs=100, Evaluation Protocol=Linear, View Data Augmentation=false2025.1179—
Inception-v3Param=24M, Data=ImageNet2022.0878.894.4
CutMixBackbone=ResNet-502022.0778.694.08
DSeq-C-JEPAArch.=ViT-L/16, Epochs=600, Evaluation Protocol=Linear, View Data Augmentation=false2025.1178.4—
DINOArch.=ViT-B/16, Epochs=1600, Evaluation Protocol=Linear, View Data Augmentation=true2025.1178.2—
C-JEPAArch.=ViT-L/16, Epochs=600, Evaluation Protocol=Linear, View Data Augmentation=false2025.1178—
DenseNet-264Param=34M, Data=ImageNet2022.0877.993.9
DSeq-JEPAArch.=ViT-L/16, Epochs=600, Evaluation Protocol=Linear, View Data Augmentation=false2025.1177.9—
ResNet-152Param=60M, Data=ImageNet2022.0877.893.8
LoRot-EBackbone=ResNet-502022.0777.7293.65
LoRot-IBackbone=ResNet-502022.0777.7193.6
MAEArch.=ViT-H/14, Epochs=1600, Evaluation Protocol=Linear, View Data Augmentation=false2025.1177.2—
I-JEPAArch.=ViT-L/16, Epochs=600, Evaluation Protocol=Linear, View Data Augmentation=false2025.1177.1—
CutoutBackbone=ResNet-502022.0777.0793.34
+ Rot(SS)Backbone=ResNet-502022.0776.7993.16
+ Rot(MT)Backbone=ResNet-502022.0776.6893.1
+ Rot(DA)Backbone=ResNet-502022.0776.4293.06
BaselineBackbone=ResNet-502022.0776.3292.95
SLA+SDBackbone=ResNet-502022.0776.17—
β-DARTSParams (M)=5.52026.0276.193
ResNet-50Param=26M, Data=ImageNet2022.087693
MAEArch.=ViT-L/16, Epochs=1600, Evaluation Protocol=Linear, View Data Augmentation=false2025.1176—
DOTSParams (M)=5.22026.0275.792.6
DARTS+PTParams (M)=4.62026.0275.592
MIDASParams (M)=5.22026.0275.492.5
P-DARTSParams (M)=5.12026.0275.392.5
SDARTS-ADVParams (M)=5.42026.0274.892.2
NASNet-AParams (M)=5.32026.027491.6
DSeq-C-JEPAArch.=ViT-B/16, Epochs=600, Evaluation Protocol=Linear, View Data Augmentation=false2025.1173.8—
DSeq-JEPAArch.=ViT-B/16, Epochs=600, Evaluation Protocol=Linear, View Data Augmentation=false2025.1173.5—
C-JEPAArch.=ViT-B/16, Epochs=600, Evaluation Protocol=Linear, View Data Augmentation=false2025.1173.5—
DARTSParams (M)=4.72026.0273.391.3
SNASParams (M)=4.32026.0272.790.8
I-JEPAArch.=ViT-B/16, Epochs=600, Evaluation Protocol=Linear, View Data Augmentation=false2025.1172.4—
MAEArch.=ViT-B/16, Epochs=1600, Evaluation Protocol=Linear, View Data Augmentation=false2025.1168—