Clustering on USPS (NMI, ACC)
96.9NMILNSCC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LNSCC2026.03 | 96.9 | 98.1 | |
| ADECCategory=Deep Clustering2019.09 | 94.8 | 98.1 | |
| MI-ADM2018.10 | 94.8 | 97.9 | |
| DynAE2019.01 | 94.8 | 98.1 | |
| DynAEDeep Learning=true2020.06 | 94.8 | 98.1 | |
| DEPICT2018.10 | 94.5 | 97.8 | |
| DENDeep Learning=true, Embedding Dimension=22020.06 | 94.4 | 97.9 | |
| DDC-DADeep Learning=true2020.06 | 93.9 | 97.7 | |
| LNSCC2026.03 | 93.7 | 97 | |
| SR-K-meanslambda=10^-42018.10 | 93.6 | 97.4 | |
| TDEC2026.03 | 93.5 | 97.6 | |
| ClusterGANDeep Learning=true2020.06 | 93.1 | 97 | |
| ClusterGAN2026.03 | 93.1 | 97 | |
| DEPICT# tuned HPs=02017.04 | 92.7 | 96.4 | |
| JULE-RC# tuned HPs=32017.04 | 91.3 | 95 | |
| JULECategory=Deep Clustering2019.09 | 91.3 | 95 | |
| JULE2019.01 | 91.3 | 95 | |
| JULEDeep Learning=true2020.06 | 91.3 | 95 | |
| JULE2026.03 | 91.3 | 95 | |
| SR-k-meansCategory=Deep Clustering2019.09 | 91.2 | 90.1 | |
| SR-KMeans2019.01 | 91.2 | 90.1 | |
| DEPICTCategory=Deep Clustering2019.09 | 90.6 | 89.9 | |
| DEPICT2019.01 | 90.6 | 89.9 | |
| DEPICT2026.03 | 90.6 | 89.9 | |
| N2DDeep Learning=true2020.06 | 90.1 | 95.8 | |
| IDCL2026.03 | 89.5 | 95.2 | |
| DeepDPM2026.03 | 88 | 89 | |
| UMAP+HDBSCANDeep Learning=false2020.06 | 87.7 | — | |
| JULE-SF# tuned HPs=32017.04 | 85.8 | 92.2 | |
| DipDECK2026.03 | 85.5 | 89.1 | |
| AC-PIC# tuned HPs=02017.04 | 84 | 85.5 | |
| DCSPC2026.03 | 82.6 | 79.1 | |
| AC-GDL# tuned HPs=12017.04 | 82.4 | 86.7 | |
| DEKM2021.09 | 82.23 | 79.75 | |
| DCEC2021.09 | 81.34 | 78.35 | |
| DEKMUpdating Strategy=Full-batch2021.09 | 80.51 | 78.87 | |
| SCCategory=Spectral2019.09 | 79.4 | 64.9 | |
| SC2019.01 | 79.4 | 64.9 | |
| SC2026.03 | 79.4 | 64.9 | |
| AE + FINCHCategory=Deep Clustering2019.09 | 78.8 | 70.4 | |
| AE + FINCH2019.01 | 78.8 | 70.4 | |
| IDECCategory=Deep Clustering2019.09 | 78.5 | 76.1 | |
| IDEC2019.01 | 78.5 | 76.1 | |
| IDEC2026.03 | 78.5 | 76.1 | |
| IDECsource=original paper2021.09 | 78.46 | 76.05 | |
| DKMsource=original paper2021.09 | 77.6 | 75.7 | |
| DECCategory=Deep Clustering2019.09 | 76.7 | 76.2 | |
| DEC2019.01 | 76.7 | 76.2 | |
| DEC2026.03 | 76.7 | 76.2 | |
| ASPC-DA2026.03 | 76.6 | 75.3 | |
| ASPC-DA2026.03 | 76.6 | 75.3 | |
| DECsource=original paper2021.09 | 75.29 | 73.68 | |
| CCc2026.03 | 74.8 | 80.6 | |
| CC2026.03 | 74.8 | 80.6 | |
| AE+K-meansPreprocessing=AE2021.09 | 74.16 | 74.84 | |
| U-SENCNumber of runs=202019.03 | 73.89 | — | |
| SC-ST# tuned HPs=02017.04 | 72.6 | 30.8 | |
| ACCategory=Classical2019.09 | 72.5 | 68.3 | |
| AC2019.01 | 72.5 | 68.3 | |
| AC2026.03 | 72.5 | 68.3 | |
| AE + k-meansCategory=Deep Clustering2019.09 | 69.8 | 72 | |
| AE + K-Means2019.01 | 69.8 | 72 | |
| EnSCCategory=Classical2019.09 | 68.4 | 61 | |
| EnSC2019.01 | 68.4 | 61 | |
| DCNCategory=Deep Clustering2019.09 | 68.3 | 68.8 | |
| DCN2019.01 | 68.3 | 68.8 | |
| SC-LS# tuned HPs=02017.04 | 68.1 | 65.9 | |
| N-Cuts# tuned HPs=02017.04 | 67.5 | 31.4 | |
| DCN2021.09 | 67 | 67 | |
| LSC-KNumber of runs=202019.03 | 66.86 | — | |
| U-SPECNumber of runs=202019.03 | 63.47 | — | |
| SCNumber of runs=202019.03 | 63.44 | — | |
| RBF k-meansCategory=Spectral2019.09 | 63.1 | 62.9 | |
| RBF K-Means2019.01 | 63.1 | 62.9 | |
| k-meansCategory=Classical2019.09 | 62.7 | 66.8 | |
| K-Means2019.01 | 62.7 | 66.8 | |
| k-means2026.03 | 62.7 | 66.8 | |
| K-means2021.09 | 62.62 | 66.81 | |
| PCA+K-meansPreprocessing=PCA2021.09 | 60.96 | 54.2 | |
| LSC-RNumber of runs=202019.03 | 58.64 | — | |
| DEC# tuned HPs=12017.04 | 58.6 | 61.9 | |
| DEC (KL based)2018.10 | 58.6 | 61.9 | |
| LDMGI# tuned HPs=12017.04 | 56.3 | 58 | |
| LSNMFCategory=Classical2019.09 | 55.1 | 57.5 | |
| LSNMF2019.01 | 55.1 | 57.5 | |
| DeepClusterCategory=Deep Clustering2019.09 | 54 | 56.2 | |
| DeepCluster2019.01 | 54 | 56.2 | |
| Deepcluster2026.03 | 54 | 56.2 | |
| Deepcluster2026.03 | 54 | 56.2 | |
| GMMCategory=Classical2019.09 | 53 | 55.1 | |
| GMM2019.01 | 53 | 55.1 | |
| GMM2026.03 | 53 | 55.1 | |
| VaDECategory=Deep Clustering2019.09 | 51.2 | 56.6 | |
| VaDE2019.01 | 51.2 | 56.6 | |
| SEC# tuned HPs=12017.04 | 51.1 | 54.4 | |
| SSC-OMPCategory=Classical2019.09 | 50.3 | 47.7 | |
| SSC-OMP2019.01 | 50.3 | 47.7 | |
| ESCGNumber of runs=202019.03 | 48.41 | — | |
| K-means# tuned HPs=02017.04 | 45 | 46 | |
| NyströmNumber of runs=202019.03 | 44.91 | — |