Image Classification on CIFAR100 20 (val)
80AccuracySupervised
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Supervised2020.05 | 80 | 68 | 63.2 | |
| SCANmode=Overcluster2020.05 | 55.1 | 50 | 35.7 | |
| SCANstep=self-labeling (†), model=Best2020.05 | 50.7 | 48.6 | 33.3 | |
| SCANstep=self-labeling (†), aggregation=Avg ± Std2020.05 | 45.9 | 46.8 | 30.1 | |
| SCANstep=clustering (*), aggregation=Avg ± Std2020.05 | 42.2 | 44.1 | 26.7 | |
| Pretext + K-meansaggregation=Avg ± Std2020.05 | 39.5 | 40.2 | 23.9 | |
| IIC2020.05 | 25.7 | 22.5 | 11.7 | |
| DAC2020.05 | 23.8 | 18.5 | 8.8 | |
| DeepCluster2020.05 | 18.9 | — | — | |
| DEC2020.05 | 18.5 | 13.6 | 5 | |
| AE2020.05 | 16.5 | 10 | 4.7 | |
| ADC2020.05 | 16 | — | — | |
| SAE2020.05 | 15.7 | 10.9 | 4.4 | |
| AEVB2020.05 | 15.2 | 10.8 | 4 | |
| DAE2020.05 | 15.1 | 11.1 | 4.6 | |
| GAN2020.05 | 15.1 | 12 | 4.5 | |
| SWWAE2020.05 | 14.7 | 10.3 | 3.9 | |
| JULE2020.05 | 13.7 | 10.3 | 3.3 | |
| SC2020.05 | 13.6 | 9 | 2.2 | |
| K-means2020.05 | 13 | 8.4 | 2.8 | |
| Triplets2020.05 | 9.9 | — | — |