Clustering on CIFAR-100-20 (test)
89.5AccuracyProbing
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ProbingEvaluation protocol=supervised baseline, include validation split during training=true2023.03 | 89.5 | — | — | — | |
| Supervised2021.05 | 80 | — | 0.632 | 68 | |
| Supervised2023.11 | 80 | — | 0.632 | 68 | |
| SupervisedProtocol=Supervised2021.03 | 76.1 | — | — | — | |
| TEMI2023.03 | 63.2 | — | — | — | |
| ProPosinclude validation split during training=true2023.03 | 61.4 | — | — | — | |
| DCN + BRBcomponent=BRB2024.11 | 56.92 | — | 0.4115 | 56.76 | |
| TSPPre-trained=DINO ViT-B on ImageNet2023.03 | 55.6 | — | — | — | |
| IDEC + BRBcomponent=BRB2024.11 | 55.43 | — | 0.3881 | 54.81 | |
| SeCuwith self-labeling=true2023.11 | 55.2 | — | 0.397 | 55.1 | |
| SeCu2024.11 | 55.2 | — | 0.397 | 55.1 | |
| SPICE2023.03 | 53.8 | — | — | — | |
| DCN2024.11 | 53.27 | — | 0.373 | 52.13 | |
| IDEC2024.11 | 52.73 | — | 0.3679 | 52.79 | |
| PCL2023.03 | 52.6 | — | — | — | |
| GCCwith self-labeling=true, Two-stage=true2023.11 | 52.3 | — | — | — | |
| GCC2024.11 | 52.3 | — | — | — | |
| IMC-SwAVReporting mode=Best2021.03 | 51.9 | — | 36.1 | 52.7 | |
| SeCu-Sizeselection=best2023.11 | 51.6 | — | 0.36 | 51.6 | |
| SeCu-Entropyselection=best2023.11 | 51.2 | — | 0.349 | 51.4 | |
| SCAN2023.03 | 50.7 | — | — | — | |
| SCANwith self-labeling=true, Two-stage=true2023.11 | 50.7 | — | 0.333 | 48.6 | |
| SCANReporting mode=Best2021.03 | 50.7 | — | 33.3 | 48.6 | |
| SCAN2024.11 | 50.7 | — | 0.333 | 48.6 | |
| DEC + BRBcomponent=BRB2024.11 | 50.46 | — | 0.3505 | 51.72 | |
| DEC2024.11 | 50.16 | — | 0.3537 | 51.66 | |
| SeCu-Sizeselection=mean2023.11 | 50 | — | 0.35 | 50.7 | |
| SeCu-Entropyselection=mean2023.11 | 49.9 | — | 0.341 | 50.6 | |
| CoKeBackbone=ResNet-18, Training Strategy=End-to-end, Optimization=Two-view optimization2021.05 | 49.7 | — | 0.335 | 49.1 | |
| CoKeselection=mean2023.11 | 49.7 | — | 0.335 | 49.1 | |
| IMC-SwAVReporting mode=Average2021.03 | 49 | — | 33.7 | 50.3 | |
| NNM2023.03 | 47.7 | — | — | — | |
| NNMTwo-stage=true2023.11 | 47.7 | — | 0.316 | 48.4 | |
| GCCTwo-stage=true2023.11 | 47.2 | — | 0.305 | 47.2 | |
| CCProtocol=Unsupervised2021.03 | 42.9 | — | 26.6 | 43.1 | |
| SCANBackbone=ResNet-18, Training Strategy=Two-stage2021.05 | 42.2 | — | 0.267 | 44.1 | |
| SCANTwo-stage=true, selection=mean2023.11 | 42.2 | — | 0.267 | 44.1 | |
| SwAV + K-meansProtocol=Unsupervised2021.03 | 40.1 | — | 10.6 | 47 | |
| Pretext+k-means2021.05 | 39.5 | — | 0.239 | 40.2 | |
| Pretext+k-meansTwo-stage=true2023.11 | 39.5 | — | 0.239 | 40.2 | |
| Pretraining + k-Means2024.11 | 37.22 | — | 0.1486 | 42.25 | |
| DRCProtocol=Unsupervised2021.03 | 36.7 | — | 20.8 | 35.6 | |
| EmbedULProtocol=Unsupervised2021.03 | 35.3 | — | — | — | |
| PICAselection=best2023.11 | 33.7 | — | 0.171 | 31 | |
| PICAProtocol=Unsupervised2021.03 | 33.7 | — | 17.1 | 31 | |
| DCCMProtocol=Unsupervised2021.03 | 32.7 | — | 17.3 | 28.5 | |
| IMSAT-DCGANProtocol=Unsupervised2021.03 | 32.4 | — | — | — | |
| DHOGalpha value=0.05, selection strategy=best2020.03 | 27.57 | 0.2687 | 0.1224 | — | |
| DHOGalpha value=0.05, selection strategy=unsup2020.03 | 26.05 | 0.2579 | 0.1177 | — | |
| IIC2021.05 | 25.7 | — | 0.117 | 22.5 | |
| IIC2023.11 | 25.7 | — | 0.117 | 22.5 | |
| IICProtocol=Unsupervised2021.03 | 25.7 | — | 11.7 | 22.5 | |
| IIC2020.03 | 25.5 | — | — | — | |
| DAC2020.03 | 23.8 | — | — | — | |
| DACProtocol=Unsupervised2021.03 | 23.8 | — | 8.8 | 18.5 | |
| DHOGalpha value=0, ablation status=true2020.03 | 20.22 | 0.188 | 0.0846 | — | |
| DeepCluster2020.03 | 18.9 | — | — | — | |
| DeepCluster2021.05 | 18.9 | — | — | — | |
| DeepCluster2023.11 | 18.9 | — | — | — | |
| DECProtocol=Unsupervised2021.03 | 18.5 | — | 5 | 13.6 | |
| AEProtocol=Unsupervised2021.03 | 16.5 | — | 4.8 | 10 | |
| ADC2020.03 | 16 | — | — | — | |
| ADCProtocol=Unsupervised2021.03 | 16 | — | — | — | |
| VAEProtocol=Unsupervised2021.03 | 15.2 | — | 4 | 10.8 | |
| DCGANProtocol=Unsupervised2021.03 | 15.1 | — | 4.5 | 12 | |
| K-means on pixels2020.03 | 13.78 | 0.0862 | 0.0274 | — | |
| JULEProtocol=Unsupervised2021.03 | 13.7 | — | 3.3 | 10.3 | |
| K-meansProtocol=Unsupervised2021.03 | 13 | — | 2.8 | 8.4 |