Clustering on MNIST (full)
98.7AccuracyDynAE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DynAE2019.01 | 98.7 | 96.4 | — | — | |
| ADECCategory=Deep Clustering2019.09 | 98.6 | 96.1 | — | — | |
| ConvDEC-DAData Augmentation=true2018.12 | 98.5 | 96.1 | — | — | |
| EnSC2021.10 | 98 | 94.5 | 95.7 | — | |
| DAC2021.10 | 97.8 | 93.5 | 94.9 | — | |
| DSCDAN2021.10 | 97.8 | 94.1 | — | — | |
| DEPICT2018.10 | 97.1 | 92.5 | — | — | |
| ESC2021.10 | 97.1 | 92.5 | 93.6 | — | |
| DDC-DAData Augmentation=true2018.12 | 96.9 | 94.1 | — | — | |
| MI-ADM2018.10 | 96.9 | 92.2 | — | — | |
| SENet2021.10 | 96.8 | 91.8 | 93.1 | — | |
| DEPICT# tuned HPs=02017.04 | 96.5 | 91.7 | — | — | |
| DDC2018.12 | 96.5 | 93.2 | — | — | |
| DEPICTCategory=Deep Clustering2019.09 | 96.5 | 91.7 | — | — | |
| DEPICT2019.01 | 96.5 | 91.7 | — | — | |
| DEPICT2021.10 | 96.5 | 91.7 | — | — | |
| OURS-RCInput=image intensities2016.04 | 96.4 | — | — | — | |
| JULE-RC# tuned HPs=32017.04 | 96.4 | 91.3 | — | — | |
| JULE2018.12 | 96.4 | 91.3 | — | — | |
| JULECategory=Deep Clustering2019.09 | 96.4 | 91.3 | — | — | |
| JULE2019.01 | 96.4 | 91.3 | — | — | |
| JULE2021.10 | 96.4 | 91.3 | 92.7 | — | |
| DCC2018.12 | 96.3 | — | — | — | |
| OURS-SFInput=image intensities2016.04 | 95.9 | — | — | — | |
| JULE-SF# tuned HPs=32017.04 | 95.9 | 90.6 | — | — | |
| VaDECategory=Deep Clustering2019.09 | 94.5 | 87.6 | — | — | |
| VaDE2019.01 | 94.5 | 87.6 | — | — | |
| NCSC2021.10 | 94.1 | 86.1 | 87.5 | — | |
| ConvDEC2018.12 | 94 | 91.6 | — | — | |
| SR-k-meansCategory=Deep Clustering2019.09 | 93.9 | 86.6 | — | — | |
| SR-K-meanslambda=10^-42018.10 | 93.9 | 86.6 | — | — | |
| SR-KMeans2019.01 | 93.9 | 86.6 | — | — | |
| SSC-OMP2021.10 | 92.8 | 84.2 | 84.9 | — | |
| ClusterGAN2021.10 | 90.5 | 89 | — | — | |
| IDEC2018.12 | 88.1 | 86.7 | — | — | |
| IDECCategory=Deep Clustering2019.09 | 88.1 | 86.7 | — | — | |
| IDEC2019.01 | 88.1 | 86.7 | — | — | |
| DECCategory=Deep Clustering2019.09 | 86.3 | 83.4 | — | — | |
| DEC2019.01 | 86.3 | 83.4 | — | — | |
| DEC2021.10 | 86.3 | 83.4 | — | — | |
| DEC2018.12 | 84.9 | 81.6 | — | — | |
| DEC# tuned HPs=12017.04 | 84.4 | 81.6 | — | — | |
| DEC (KL based)2018.10 | 84.4 | 81.6 | — | — | |
| DECbackpropagation=true2015.11 | 84.3 | — | — | — | |
| LDMGI# tuned HPs=12017.04 | 84.2 | 80.2 | — | — | |
| LDMGI2015.11 | 84.09 | — | — | — | |
| DCN2018.12 | 83 | 81 | — | — | |
| DCNCategory=Deep Clustering2019.09 | 83 | 81 | — | — | |
| DCN (K-means based)2018.10 | 83 | 81 | — | — | |
| DCN2019.01 | 83 | 81 | — | — | |
| AE + k-meansCategory=Deep Clustering2019.09 | 80.7 | 73 | — | — | |
| AE + K-Means2019.01 | 80.7 | 73 | — | — | |
| SEC# tuned HPs=12017.04 | 80.4 | 77.9 | — | — | |
| SEC2015.11 | 80.37 | — | — | — | |
| DECbackpropagation=false2015.11 | 79.82 | — | — | — | |
| DeepClusterCategory=Deep Clustering2019.09 | 79.7 | 66.1 | — | — | |
| DeepCluster2019.01 | 79.7 | 66.1 | — | — | |
| AutoSC-GDNSE=true2021.07 | 75.5 | — | — | 86.9 | |
| AutoSC-BONSE=true2021.07 | 75 | — | — | 123.6 | |
| Spectral2021.10 | 72.8 | 85.6 | 66.7 | — | |
| SC-LSInput=image intensities2016.04 | 71.4 | — | — | — | |
| SC-LS# tuned HPs=02017.04 | 71.4 | 70.6 | — | — | |
| TSC-D# tuned HPs=22017.04 | 69.2 | 65.1 | — | — | |
| LSC-K2021.07 | 66.5 | — | — | 329.2 | |
| AC-LinkInput=image intensities2016.04 | 65.7 | — | — | — | |
| SCCategory=Spectral2019.09 | 65.6 | 73.1 | — | — | |
| SC2019.01 | 65.6 | 73.1 | — | — | |
| S5C2021.07 | 62.7 | — | — | 961.5 | |
| ACCategory=Classical2019.09 | 62.1 | 68.2 | — | — | |
| AC2019.01 | 62.1 | 68.2 | — | — | |
| K-meansInput=image intensities2016.04 | 56.4 | — | — | — | |
| k-means2021.10 | 54.1 | 50.7 | 36.7 | — | |
| LSNMFCategory=Classical2019.09 | 54 | 45.5 | — | — | |
| LSNMF2019.01 | 54 | 45.5 | — | — | |
| k-meansrestarts=202015.11 | 53.49 | — | — | — | |
| K-means# tuned HPs=02017.04 | 53.4 | 50 | — | — | |
| k-meansCategory=Classical2019.09 | 53.2 | 50 | — | — | |
| K-Means2019.01 | 53.2 | 50 | — | — | |
| SC-NJWInput=image intensities2016.04 | 50.2 | — | — | — | |
| k-means2018.12 | 48.5 | 47 | — | — | |
| NMF-LPInput=image intensities2016.04 | 47.1 | — | — | — | |
| SSC-OMP2021.07 | 45.3 | — | — | 1,178.3 | |
| GMMCategory=Classical2019.09 | 43.3 | 36.6 | — | — | |
| GMM2019.01 | 43.3 | 36.6 | — | — | |
| N-CutsInput=image intensities2016.04 | 32.7 | — | — | — | |
| N-Cuts# tuned HPs=02017.04 | 32.7 | 41.1 | — | — | |
| SC-STInput=image intensities2016.04 | 31.1 | — | — | — | |
| SC-ST# tuned HPs=02017.04 | 31.1 | 41.6 | — | — | |
| SSC-OMPCategory=Classical2019.09 | 30.9 | 31.5 | — | — | |
| SSC-OMP2019.01 | 30.9 | 31.5 | — | — | |
| NMF-D# tuned HPs=02017.04 | 17.5 | 15.2 | — | — | |
| AC-PICInput=image intensities2016.04 | 11.5 | — | — | — | |
| AC-PIC# tuned HPs=02017.04 | 11.5 | 1.7 | — | — | |
| AC-GDLInput=image intensities2016.04 | 11.3 | — | — | — | |
| AC-GDL# tuned HPs=12017.04 | 11.3 | 1.7 | — | — | |
| AC-ZellInput=image intensities2016.04 | 11.2 | — | — | — | |
| EnSCCategory=Classical2019.09 | 11.1 | 1.4 | — | — | |
| EnSC2019.01 | 11.1 | 1.4 | — | — | |
| AC-PICLearning Paradigm=Non-deep learning, Requires knowing number of clusters=true, beta=22020.02 | — | 1.7 | — | — | |
| AECLearning Paradigm=Deep Learning, Requires knowing number of clusters=true, beta=22020.02 | — | 66.9 | — | — |