Clustering on COIL-100
94.4ACCDLME
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DLMEevaluation_protocol=K-means2022.07 | 94.4 | — | — | |
| UMAPevaluation_protocol=K-means2022.07 | 78.5 | — | — | |
| DBC2017.03 | 77.5 | 90.5 | — | |
| FCAE-KMSfeature_extractor=FCAE2017.03 | 76.6 | 89.7 | — | |
| tSNEevaluation_protocol=K-means2022.07 | 76.3 | — | — | |
| MRDD-cConsistency dimensionality=10, Specificity dimensionality=102024.03 | 65.29 | 84.95 | — | |
| PAC2024.07 | 65.1 | — | 5,179 | |
| MRDD-csConsistency dimensionality=10, Specificity dimensionality=102024.03 | 62 | 83.65 | — | |
| FCM2024.07 | 61.6 | — | 2,001.5 | |
| EAMCLatent dimensionality=102024.03 | 60.31 | 73.13 | — | |
| SPKF2024.07 | 59.7 | — | 101.6 | |
| SC2024.07 | 58.2 | — | 11.7 | |
| CMCLatent dimensionality=102024.03 | 57.19 | 78.16 | — | |
| KM2024.07 | 56.4 | — | 98.1 | |
| FINCH2024.07 | 56.4 | — | 15.1 | |
| Joint-VAE2024.03 | 55.85 | 77.53 | — | |
| IEC2017.03 | 54.6 | 78.7 | — | |
| CONANLatent dimensionality=102024.03 | 54.04 | 74.73 | — | |
| MIBInput view mode=Optimal two views2024.03 | 53.27 | 81.53 | — | |
| PHAevaluation_protocol=K-means2022.07 | 51.5 | — | — | |
| KMS2017.03 | 50.6 | 77.2 | — | |
| UNITER2024.03 | 50.12 | 54.77 | — | |
| ivisevaluation_protocol=K-means2022.07 | 49.2 | — | — | |
| Multi-VAE2024.03 | 48.87 | 45.29 | — | |
| GCFAggLatent dimensionality=102024.03 | 45.71 | 70.22 | — | |
| DVIBInput view mode=Optimal two views2024.03 | 36.75 | 25.54 | — | |
| MFLVCLatent dimensionality=102024.03 | 35.03 | 73.19 | — | |
| β-VAE2024.03 | 24.02 | 40.96 | — | |
| AC-PICLearning Paradigm=Non-deep learning, Requires knowing number of clusters=true, beta=22020.02 | — | 84 | — | |
| alpha-clusteringLearning Paradigm=Non-deep learning, Requires knowing number of clusters=false, beta=1.32020.02 | — | 92.6 | — | |
| DBCLearning Paradigm=Deep Learning, Requires knowing number of clusters=true, beta=22020.02 | — | 90.5 | — | |
| DBSCANLearning Paradigm=Non-deep learning, Requires knowing number of clusters=false, beta=22020.02 | — | 70.5 | — | |
| ICA BSSLearning Paradigm=Non-deep learning, Requires knowing number of clusters=true, beta=22020.02 | — | 96.2 | — | |
| IECLearning Paradigm=Deep Learning, Requires knowing number of clusters=true, beta=22020.02 | — | 78.7 | — | |
| JULELearning Paradigm=Deep Learning, Requires knowing number of clusters=true, beta=22020.02 | — | 98.5 | — | |
| K-meansLearning Paradigm=Non-deep learning, Requires knowing number of clusters=true, beta=22020.02 | — | 77.5 | — | |
| NMF-DLearning Paradigm=Deep Learning, Requires knowing number of clusters=true, beta=22020.02 | — | 71.9 | — |