Clustering on ORL
0.931NMIOSC
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OSC2026.03 | 0.931 | — | — | — | — | |
| SSC2026.03 | 0.906 | — | — | — | — | |
| LIHFSS-SVDSCvariant=DP+IPD2025.04 | 0.8988 | 78.25 | — | — | 71.78 | |
| GUMRL2026.03 | 0.8972 | 76.15 | — | 0.7005 | — | |
| GMC LRSSC2025.04 | 0.8845 | 77.97 | — | — | 67.81 | |
| ORACLE REparameters=(0.0001, 0.1)2025.04 | 0.883 | 78.25 | — | — | 67.5 | |
| SSC+IPD2025.04 | 0.8762 | 74.74 | — | — | 63.84 | |
| ORACLE DPparameters=(0.001, 10)2025.04 | 0.8736 | 78.5 | — | — | 68.18 | |
| AdaMuS2026.03 | 0.8731 | 80.95 | — | 0.749 | — | |
| LIHFSS-SVDSCvariant=RE+IPD2025.04 | 0.8726 | 78 | — | — | 67.08 | |
| CANDY2026.03 | 0.8665 | 76.5 | — | 0.657 | — | |
| LIHFSS-SVDSCvariant=DP2025.04 | 0.8643 | 75.25 | — | — | 65.1 | |
| SSC2025.04 | 0.8635 | 72.23 | — | — | 60.61 | |
| LIHFSS-SVDSCvariant=RE2025.04 | 0.8612 | 75.5 | — | — | 66.21 | |
| SURER2026.03 | 0.8425 | 70.5 | — | 0.7238 | — | |
| UMDL2026.03 | 0.8364 | 69.65 | — | 0.6595 | — | |
| ICMVC2026.03 | 0.8342 | 72.25 | — | 0.6169 | — | |
| LRR S2/32025.04 | 0.8288 | 68 | — | — | 54.63 | |
| RTSC2025.04 | 0.8286 | 69.12 | — | — | 54.38 | |
| NSN2025.04 | 0.8278 | 67.8 | — | — | 53.11 | |
| LRR SC2025.04 | 0.827 | 66.88 | — | — | 47.91 | |
| DCCAE2026.03 | 0.8247 | 68.07 | — | 0.6214 | — | |
| LRR S1/22025.04 | 0.8247 | 67.36 | — | — | 53.51 | |
| LRR2026.03 | 0.824 | — | — | — | — | |
| RKM2026.03 | 0.817 | — | — | — | — | |
| S0L0 LRSSC2025.04 | 0.8035 | 63.81 | — | — | 49.58 | |
| UIMC2026.03 | 0.8015 | 66.17 | — | 0.513 | — | |
| FKM2026.03 | 0.8 | — | — | — | — | |
| Concat2026.03 | 0.7622 | 61.5 | — | 0.6496 | — | |
| PDMF2026.03 | 0.7162 | 64.7 | — | 0.5625 | — | |
| CGCN2026.03 | 0.6752 | 59.57 | — | 0.5324 | — | |
| HypeGBMS2025.12 | 0.653 | — | — | 0.568 | — | |
| STCMC-UR2026.03 | 0.6441 | 52 | — | 0.4332 | — | |
| HSFC2025.12 | 0.641 | — | — | 0.561 | — | |
| BMGC2026.03 | 0.6352 | 49.6 | — | 0.4169 | — | |
| Spectral2025.12 | 0.632 | — | — | 0.535 | — | |
| QuickMeanShift2025.12 | 0.628 | — | — | 0.427 | — | |
| GBMS2025.12 | 0.591 | — | — | 0.517 | — | |
| GMM2025.12 | 0.561 | — | — | 0.358 | — | |
| GMS2025.12 | 0.512 | — | — | 0.413 | — | |
| DBSCAN2025.12 | 0.484 | — | — | 0.406 | — | |
| WBMS2025.12 | 0.432 | — | — | 0.361 | — | |
| k-means2025.12 | 0.385 | — | — | 0.341 | — | |
| Gridshift2025.12 | 0.377 | — | — | 0.315 | — | |
| 1-SPECK=5, Graph=KNN2012.06 | — | — | 80 | — | — | |
| ANLS2025.11 | — | — | 81 | — | — | |
| AutoSC-BOtime=20.52021.07 | — | 80.3 | — | — | — | |
| AutoSC-GDtime=2.32021.07 | — | 79.5 | — | — | — | |
| BDR-Btime=3.92021.07 | — | 73.5 | — | — | — | |
| BDR-Ztime=3.92021.07 | — | 73.9 | — | — | — | |
| CC-NMFlearning rate=0.25, tolerance=10^-82025.11 | — | — | 88 | — | — | |
| DCDK=5, Graph=KNN2012.06 | — | — | 83 | — | — | |
| EDSCtime=22021.07 | — | 71.2 | — | — | — | |
| FKM2026.03 | — | 57.3 | — | — | — | |
| FKM2026.03 | — | — | — | 0.47 | — | |
| ICMK=5, Graph=KNN2012.06 | — | — | 20 | — | — | |
| KSSCtime=2.62021.07 | — | 70.7 | — | — | — | |
| LRRtime=8.82021.07 | — | 76.2 | — | — | — | |
| LRR2026.03 | — | 70.5 | — | — | — | |
| LRR2026.03 | — | — | — | 0.457 | — | |
| LSDK=5, Graph=KNN2012.06 | — | — | 81 | — | — | |
| LSRtime=0.52021.07 | — | 68 | — | — | — | |
| MU2025.11 | — | — | 78 | — | — | |
| NCUTK=5, Graph=KNN2012.06 | — | — | 81 | — | — | |
| NSCK=5, Graph=KNN2012.06 | — | — | 82 | — | — | |
| ONMF2025.11 | — | — | 82 | — | — | |
| ONMFK=5, Graph=KNN2012.06 | — | — | 3 | — | — | |
| OSC2026.03 | — | 86.5 | — | — | — | |
| OSC2026.03 | — | — | — | 0.816 | — | |
| PLSIK=5, Graph=KNN2012.06 | — | — | 83 | — | — | |
| PNMF2025.11 | — | — | 82 | — | — | |
| PNMFK=5, Graph=KNN2012.06 | — | — | 82 | — | — | |
| RKM2026.03 | — | 60.8 | — | — | — | |
| RKM2026.03 | — | — | — | 0.507 | — | |
| Sparse NMF2025.11 | — | — | 84 | — | — | |
| SSCtime=2.72021.07 | — | 71.1 | — | — | — | |
| SSC2026.03 | — | 81.7 | — | — | — | |
| SSC2026.03 | — | — | — | 0.732 | — | |
| SSC-OMPtime=0.42021.07 | — | 66.5 | — | — | — |