Image Classification on CIFAR-10 (val) (with Clustering Metrics)
93.8AccuracySupervised
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Supervised2020.05 | 93.8 | 86.2 | 87 | |
| SCANstep=self-labeling (†), model=Best2020.05 | 88.3 | 79.7 | 77.2 | |
| SCANstep=self-labeling (†), aggregation=Avg ± Std2020.05 | 87.6 | 78.7 | 75.8 | |
| SCANmode=Overcluster2020.05 | 86.2 | 77.1 | 73.8 | |
| SCANstep=clustering (*), aggregation=Avg ± Std2020.05 | 81.8 | 71.2 | 66.5 | |
| Pretext + K-meansaggregation=Avg ± Std2020.05 | 65.9 | 59.8 | 50.9 | |
| IIC2020.05 | 61.7 | 51.1 | 41.1 | |
| DAC2020.05 | 52.2 | 40 | 30.1 | |
| DeepCluster2020.05 | 37.4 | — | — | |
| ADC2020.05 | 32.5 | — | — | |
| GAN2020.05 | 31.5 | 26.5 | 17.6 | |
| AE2020.05 | 31.4 | 23.4 | 16.9 | |
| DEC2020.05 | 30.1 | 25.7 | 16.1 | |
| SAE2020.05 | 29.7 | 24.7 | 15.6 | |
| DAE2020.05 | 29.7 | 25.1 | 16.3 | |
| AEVB2020.05 | 29.1 | 24.5 | 16.8 | |
| SWWAE2020.05 | 28.4 | 23.3 | 16.4 | |
| JULE2020.05 | 27.2 | 19.2 | 13.8 | |
| SC2020.05 | 24.7 | 10.3 | 8.5 | |
| K-means2020.05 | 22.9 | 8.7 | 4.9 | |
| Triplets2020.05 | 20.5 | — | — |