Image Classification on STL10 (val)
98AccuracyZero-Shot baseline
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Zero-Shot baselineEvaluation Protocol=Zero-Shot, Label Distribution Estimation=None2024.04 | 98 | — | — | |
| Linear Probing baselineEvaluation Protocol=Linear Probing, Label Distribution Estimation=None2024.04 | 97.7 | — | — | |
| OTTEREvaluation Protocol=Linear Probing, Label Distribution Estimation=BBSE+OT2024.04 | 97.6 | — | — | |
| BBSE+PMEvaluation Protocol=Linear Probing, Label Distribution Estimation=BBSE+PM2024.04 | 97.5 | — | — | |
| BBSE+PMEvaluation Protocol=Zero-Shot, Label Distribution Estimation=BBSE+PM2024.04 | 97.4 | — | — | |
| OTTEREvaluation Protocol=Zero-Shot, Label Distribution Estimation=BBSE+OT2024.04 | 96.9 | — | — | |
| BYOLEMA=Yes, Protocol=Linear readout2022.12 | 91.7 | — | — | |
| IsoLossEMA=Yes, Protocol=Linear readout2022.12 | 89 | — | — | |
| DirectPred (alpha = 0.5)EMA=Yes, Protocol=Linear readout2022.12 | 88.8 | — | — | |
| SimSiamEMA=No, Protocol=Linear readout2022.12 | 87.5 | — | — | |
| IsoLossEMA=No, Protocol=Linear readout2022.12 | 87.4 | — | — | |
| SCANstep=self-labeling (†), model=Best2020.05 | 80.9 | 69.8 | 64.6 | |
| Supervised2020.05 | 80.6 | 65.9 | 63.1 | |
| SCANmode=Overcluster2020.05 | 76.8 | 65.6 | 58.6 | |
| SCANstep=self-labeling (†), aggregation=Avg ± Std2020.05 | 76.7 | 68 | 61.6 | |
| SCANstep=clustering (*), aggregation=Avg ± Std2020.05 | 75.5 | 65.4 | 59 | |
| Pretext + K-meansaggregation=Avg ± Std2020.05 | 65.8 | 60.4 | 50.6 | |
| IIC2020.05 | 59.6 | 49.6 | 39.7 | |
| ADC2020.05 | 53 | — | — | |
| DAC2020.05 | 47 | 36.6 | 25.6 | |
| DEC2020.05 | 35.9 | 27.6 | 18.6 | |
| DeepCluster2020.05 | 33.4 | — | — | |
| SAE2020.05 | 32 | 25.2 | 16.1 | |
| AE2020.05 | 30.3 | 25 | 16.1 | |
| DAE2020.05 | 30.2 | 22.4 | 15.2 | |
| GAN2020.05 | 29.8 | 21 | 13.9 | |
| AEVB2020.05 | 28.2 | 20 | 14.6 | |
| JULE2020.05 | 27.7 | 18.2 | 16.4 | |
| SWWAE2020.05 | 27 | 19.6 | 13.6 | |
| Triplets2020.05 | 24.4 | — | — | |
| K-means2020.05 | 19.2 | 12.5 | 6.1 | |
| SC2020.05 | 15.9 | 9.8 | 4.8 | |
| DirectPred (alpha = 0.5)EMA=No, Protocol=Linear readout, Status=Crashed2022.12 | 10.4 | — | — |