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ResearchFormerly WizWand

Image Classification on STL10 (val)

98AccuracyZero-Shot baseline
6.89630.54854.277.852May 25, 2020Jan 16, 2021Sep 9, 2021May 4, 2022Dec 26, 2022Aug 19, 2023Apr 12, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Zero-Shot baselineEvaluation Protocol=Zero-Shot, Label Distribution Estimation=None2024.0498——
Linear Probing baselineEvaluation Protocol=Linear Probing, Label Distribution Estimation=None2024.0497.7——
OTTEREvaluation Protocol=Linear Probing, Label Distribution Estimation=BBSE+OT2024.0497.6——
BBSE+PMEvaluation Protocol=Linear Probing, Label Distribution Estimation=BBSE+PM2024.0497.5——
BBSE+PMEvaluation Protocol=Zero-Shot, Label Distribution Estimation=BBSE+PM2024.0497.4——
OTTEREvaluation Protocol=Zero-Shot, Label Distribution Estimation=BBSE+OT2024.0496.9——
BYOLEMA=Yes, Protocol=Linear readout2022.1291.7——
IsoLossEMA=Yes, Protocol=Linear readout2022.1289——
DirectPred (alpha = 0.5)EMA=Yes, Protocol=Linear readout2022.1288.8——
SimSiamEMA=No, Protocol=Linear readout2022.1287.5——
IsoLossEMA=No, Protocol=Linear readout2022.1287.4——
SCANstep=self-labeling (†), model=Best2020.0580.969.864.6
Supervised2020.0580.665.963.1
SCANmode=Overcluster2020.0576.865.658.6
SCANstep=self-labeling (†), aggregation=Avg ± Std2020.0576.76861.6
SCANstep=clustering (*), aggregation=Avg ± Std2020.0575.565.459
Pretext + K-meansaggregation=Avg ± Std2020.0565.860.450.6
IIC2020.0559.649.639.7
ADC2020.0553——
DAC2020.054736.625.6
DEC2020.0535.927.618.6
DeepCluster2020.0533.4——
SAE2020.053225.216.1
AE2020.0530.32516.1
DAE2020.0530.222.415.2
GAN2020.0529.82113.9
AEVB2020.0528.22014.6
JULE2020.0527.718.216.4
SWWAE2020.052719.613.6
Triplets2020.0524.4——
K-means2020.0519.212.56.1
SC2020.0515.99.84.8
DirectPred (alpha = 0.5)EMA=No, Protocol=Linear readout, Status=Crashed2022.1210.4——