Clustering on FRGC (NMI, ACC)
0.61NMIDEPICT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DEPICT# tuned HPs=02017.04 | 0.61 | 0.47 | |
| DEPICT2018.10 | 0.583 | 0.432 | |
| MI-ADM2018.10 | 0.58 | 0.431 | |
| JULE-RC# tuned HPs=32017.04 | 0.574 | 0.461 | |
| JULE-SF# tuned HPs=32017.04 | 0.566 | 0.461 | |
| SC-LS# tuned HPs=02017.04 | 0.55 | 0.407 | |
| DEKM2021.09 | 0.5078 | 0.3859 | |
| DEC# tuned HPs=12017.04 | 0.505 | 0.378 | |
| DEC (KL based)2018.10 | 0.505 | 0.378 | |
| DEKMUpdating Strategy=Full-batch2021.09 | 0.4932 | 0.3729 | |
| SR-K-meanslambda=10^-42018.10 | 0.487 | 0.413 | |
| DECsource=original paper2021.09 | 0.446 | 0.371 | |
| SC-ST# tuned HPs=02017.04 | 0.431 | 0.358 | |
| AE+K-meansPreprocessing=AE2021.09 | 0.4281 | 0.3331 | |
| AC-PIC# tuned HPs=02017.04 | 0.415 | 0.32 | |
| DCEC2021.09 | 0.415 | 0.334 | |
| AC-GDL# tuned HPs=12017.04 | 0.351 | 0.266 | |
| K-means# tuned HPs=02017.04 | 0.287 | 0.243 | |
| N-Cuts# tuned HPs=02017.04 | 0.285 | 0.235 | |
| NMF-D# tuned HPs=02017.04 | 0.259 | 0.274 | |
| K-means2021.09 | 0.1827 | 0.1263 | |
| PCA+K-meansPreprocessing=PCA2021.09 | 0.1519 | 0.1255 |