Clustering on MNIST
0.978NMIIIC (2019)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| IIC (2019)2019.12 | 0.978 | 99.2 | — | |
| SPC-best2021.07 | 0.9749 | 99.21 | — | |
| MMDCAggregation Type=best2019.12 | 0.973 | 99.1 | — | |
| MMDCAggregation Type=avg2019.12 | 0.971 | 99 | — | |
| SPC-GMM2021.07 | 0.971 | 99.05 | — | |
| SPC2021.07 | 0.9704 | 99.03 | — | |
| DynAEdata augmentation=true2021.07 | 0.964 | 98.7 | — | |
| DynAEDeep Learning=true2020.06 | 0.962 | 98.9 | — | |
| ADCdata augmentation=true2021.07 | 0.961 | 98.6 | — | |
| DDCdata augmentation=true2021.07 | 0.961 | 98.5 | — | |
| TDEC2026.03 | 0.957 | 98.5 | — | |
| TDEC2026.03 | 0.957 | 98.5 | — | |
| DENDeep Learning=true, Embedding Dimension=22020.06 | 0.956 | 98.4 | — | |
| DSEC2026.03 | 0.952 | 98.3 | — | |
| N2DDeep Learning=true2020.06 | 0.942 | 97.9 | — | |
| n2d2021.07 | 0.942 | 97.9 | — | |
| DDC-DADeep Learning=true2020.06 | 0.941 | 96.9 | — | |
| DeepDPM2026.03 | 0.94 | 98 | — | |
| DLS2021.07 | 0.936 | 97.5 | — | |
| DAC (2017)2019.12 | 0.935 | 97.8 | — | |
| SpectralNetDeep Learning=true, Architecture=Siamese [9]2020.06 | 0.924 | 97.1 | — | |
| ClusterGANDeep Learning=true2020.06 | 0.921 | 96.4 | — | |
| LNSCC2026.03 | 0.921 | 96.4 | — | |
| DMSCdata augmentation=true2021.07 | 0.9209 | 95.15 | — | |
| DBC2017.03 | 0.917 | 96.4 | — | |
| DEPICT2021.07 | 0.917 | 96.5 | — | |
| DEPICT2026.03 | 0.917 | 96.5 | — | |
| JULEDeep Learning=true2020.06 | 0.913 | 96.4 | — | |
| JULE (2016)2019.12 | 0.913 | 96.4 | — | |
| JULE2021.07 | 0.913 | 96.4 | — | |
| JULE2026.03 | 0.913 | 96.4 | — | |
| DEKM2021.09 | 0.9106 | 95.75 | — | |
| GDLDeep Learning=false2020.06 | 0.91 | 96.4 | — | |
| IDCEC2026.03 | 0.906 | 94.8 | — | |
| DEKMUpdating Strategy=Full-batch2021.09 | 0.9054 | 94.23 | — | |
| HC-MGAN2026.03 | 0.905 | 94.3 | — | |
| DipDECK2026.03 | 0.903 | 96.1 | — | |
| VaGAN-SMM2026.03 | 0.901 | 95.7 | — | |
| ClusterGAN2021.07 | 0.89 | 95 | — | |
| UMAP+HDBSCANDeep Learning=false2020.06 | 0.884 | — | — | |
| VADEresult source=[34]2021.07 | 0.876 | 94.5 | — | |
| UMAP/AEDim.=642020.09 | 0.8701 | — | — | |
| IDEC2021.07 | 0.8672 | 88.06 | — | |
| IDECsource=original paper2021.09 | 0.8672 | 88.06 | — | |
| IDEC2026.03 | 0.867 | 88.1 | — | |
| EDESC2026.03 | 0.862 | 91.3 | — | |
| DCEC2021.09 | 0.8592 | 87.16 | — | |
| DCNprocessed MNIST=true2017.03 | 0.85 | 93 | — | |
| UMAP/AEDim.=22020.09 | 0.846 | — | — | |
| GDL-U2012.08 | 0.844 | — | — | |
| AGDL2012.08 | 0.844 | — | — | |
| ASPC-DA2026.03 | 0.842 | 85.9 | — | |
| UMAPDim.=22020.09 | 0.8375 | — | — | |
| DECsource=original paper2021.09 | 0.8372 | 84.3 | — | |
| DECresult source=[34]2021.07 | 0.834 | 84.3 | — | |
| CCc2026.03 | 0.82 | 88.6 | — | |
| DEC2026.03 | 0.816 | 84.9 | — | |
| CKM2021.07 | 0.814 | 85.4 | — | |
| DCN2021.07 | 0.81 | 83 | — | |
| G-Link2012.08 | 0.808 | — | — | |
| AE+K-meansPreprocessing=AE2021.09 | 0.8053 | 85.47 | — | |
| DCN2021.09 | 0.8 | 84 | — | |
| DKMsource=original paper2021.09 | 0.796 | 84 | — | |
| DGSC2012.08 | 0.795 | — | — | |
| Parametric UMAPDim.=22020.09 | 0.7824 | — | — | |
| Parametric UMAPDim.=642020.09 | 0.7818 | — | — | |
| UMAPDim.=642020.09 | 0.7747 | — | — | |
| DEC (2016)2019.12 | 0.772 | 84.3 | — | |
| t-SNEDim.=22020.09 | 0.7704 | — | — | |
| Zell2012.08 | 0.768 | — | — | |
| STSC2012.08 | 0.756 | — | — | |
| NJW-SC2012.08 | 0.755 | — | — | |
| NCuts2012.08 | 0.753 | — | — | |
| PHATEDim.=642020.09 | 0.7522 | — | — | |
| U-SENCNumber of runs=202019.03 | 0.7502 | — | — | |
| P. t-SNEDim.=22020.09 | 0.7446 | — | — | |
| SCNumber of runs=202019.03 | 0.7407 | — | — | |
| LSC-KNumber of runs=202019.03 | 0.7397 | — | — | |
| SC2026.03 | 0.731 | 65.6 | — | |
| AE2019.12 | 0.725 | 81.2 | — | |
| FCAE-KMS2017.03 | 0.698 | 79.4 | — | |
| AC2026.03 | 0.682 | 62.1 | — | |
| U-SPECNumber of runs=202019.03 | 0.6743 | — | — | |
| PHATEDim.=22020.09 | 0.6728 | — | — | |
| AEC2017.03 | 0.669 | 76 | — | |
| SC2019.12 | 0.663 | 69.6 | — | |
| Deepcluster2026.03 | 0.661 | 79.7 | — | |
| DCNprocessed MNIST=false2017.03 | 0.63 | 58 | — | |
| LSC-RNumber of runs=202019.03 | 0.6216 | — | — | |
| SCVISDim.=22020.09 | 0.5841 | — | — | |
| VAEDim.=642020.09 | 0.5617 | — | — | |
| ESCGNumber of runs=202019.03 | 0.5575 | — | — | |
| VAEDim.=22020.09 | 0.5467 | — | — | |
| IEC2017.03 | 0.542 | 60.9 | — | |
| IVISDim.=642020.09 | 0.5322 | — | — | |
| KMS2017.03 | 0.531 | 53.5 | — | |
| IVISDim.=22020.09 | 0.5082 | — | — | |
| PCADim.=642020.09 | 0.501 | — | — | |
| K-means2021.09 | 0.5 | 53.4 | — | |
| k-means2026.03 | 0.5 | 53.2 | — |