Unsupervised Image Clustering on CIFAR-20
54.5Accuracy (Best)SCAN + RUC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SCAN + RUCSelection Strategy=Hybrid2020.12 | 54.5 | 54.3 | |
| SCAN + RUCSelection Strategy=Metric2020.12 | 53.9 | 53.9 | |
| SCAN + RUCSelection Strategy=Confidence2020.12 | 53.5 | 53.3 | |
| SCANexperiment_source=official code2020.12 | 50.6 | — | |
| TSUC + RUCSelection Strategy=Confidence2020.12 | 40.6 | 39.6 | |
| TSUC + RUCSelection Strategy=Hybrid2020.12 | 40.6 | 39.5 | |
| TSUC + RUCSelection Strategy=Metric2020.12 | 40.4 | 39.5 | |
| TSUCexperiment_source=official code2020.12 | 35.5 | — | |
| IIC2020.12 | 25.7 | — | |
| DAC2020.12 | 23.8 | — | |
| DeepCluster2020.12 | 18.9 | — | |
| DEC2020.12 | 18.5 | — | |
| Autoencoder (AE)2020.12 | 16.5 | — | |
| ADC2020.12 | 16 | — | |
| Variational Bayes AE2020.12 | 15.2 | — | |
| GAN2020.12 | 15.1 | — | |
| JULE2020.12 | 13.7 | — | |
| Spectral clustering2020.12 | 13.6 | — | |
| k-means2020.12 | 13 | — | |
| Triplets2020.12 | 9.9 | — |