Unsupervised Classification on FieldGuide-2 (test)
94.7Test AccuracyDDFA (SPI)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DDFA (SPI)r (number of domains)=2, alpha (Dirichlet parameter)=0.5, kappa (maximum allowed condition number)=32022.07 | 94.7 | 8.4 | |
| DDFA (SPI)r=2, alpha=0.5, kappa=3, Initialization=SCAN pretext training2022.07 | 94.7 | 8.4 | |
| DDFA (SPI)r (number of domains)=10, alpha (Dirichlet parameter)=0.5, kappa (maximum allowed condition number)=32022.07 | 88.6 | 16.2 | |
| DDFA (SPI)r=10, alpha=0.5, kappa=3, Initialization=SCAN pretext training2022.07 | 88.6 | 16.2 | |
| DDFA (SPI)r (number of domains)=5, alpha (Dirichlet parameter)=0.5, kappa (maximum allowed condition number)=32022.07 | 85.7 | 18.1 | |
| DDFA (SPI)r=5, alpha=0.5, kappa=3, Initialization=SCAN pretext training2022.07 | 85.7 | 18.1 | |
| DDFA (SPI)r (number of domains)=10, alpha (Dirichlet parameter)=3, kappa (maximum allowed condition number)=52022.07 | 74.4 | 19.4 | |
| DDFA (SPI)r=10, alpha=3, kappa=5, Initialization=SCAN pretext training2022.07 | 74.4 | 19.4 | |
| DDFA (SPI)r (number of domains)=5, alpha (Dirichlet parameter)=3, kappa (maximum allowed condition number)=52022.07 | 73.8 | 19.4 | |
| DDFA (SPI)r=5, alpha=3, kappa=5, Initialization=SCAN pretext training2022.07 | 73.8 | 19.4 | |
| DDFA (SPI)r (number of domains)=2, alpha (Dirichlet parameter)=3, kappa (maximum allowed condition number)=52022.07 | 72.5 | 15 | |
| DDFA (SPI)r=2, alpha=3, kappa=5, Initialization=SCAN pretext training2022.07 | 72.5 | 15 | |
| DDFA (SPI)r (number of domains)=2, alpha (Dirichlet parameter)=10, kappa (maximum allowed condition number)=72022.07 | 67.6 | 22.2 | |
| DDFA (SPI)r=2, alpha=10, kappa=7, Initialization=SCAN pretext training2022.07 | 67.6 | 22.2 | |
| DDFA (SPI)r (number of domains)=5, alpha (Dirichlet parameter)=10, kappa (maximum allowed condition number)=72022.07 | 61 | 25.3 | |
| DDFA (SPI)r=5, alpha=10, kappa=7, Initialization=SCAN pretext training2022.07 | 61 | 25.3 | |
| DDFA (SPI)r (number of domains)=10, alpha (Dirichlet parameter)=10, kappa (maximum allowed condition number)=72022.07 | 60.6 | 17.2 | |
| DDFA (SPI)r=10, alpha=10, kappa=7, Initialization=SCAN pretext training2022.07 | 60.6 | 17.2 | |
| SCANr (number of domains)=2, alpha (Dirichlet parameter)=10, kappa (maximum allowed condition number)=72022.07 | 60.1 | 28.3 | |
| SCANr=2, alpha=10, kappa=72022.07 | 60.1 | 28.3 | |
| SCANr (number of domains)=2, alpha (Dirichlet parameter)=3, kappa (maximum allowed condition number)=52022.07 | 59.1 | 37.2 | |
| SCANr=2, alpha=3, kappa=52022.07 | 59.1 | 37.2 | |
| SCANr (number of domains)=10, alpha (Dirichlet parameter)=10, kappa (maximum allowed condition number)=72022.07 | 59 | 19.3 | |
| SCANr=10, alpha=10, kappa=72022.07 | 59 | 19.3 | |
| SCANr (number of domains)=2, alpha (Dirichlet parameter)=0.5, kappa (maximum allowed condition number)=32022.07 | 58.9 | 88 | |
| SCANr (number of domains)=5, alpha (Dirichlet parameter)=0.5, kappa (maximum allowed condition number)=32022.07 | 58.9 | 64 | |
| SCANr (number of domains)=10, alpha (Dirichlet parameter)=3, kappa (maximum allowed condition number)=52022.07 | 58.9 | 34.7 | |
| SCANr=2, alpha=0.5, kappa=32022.07 | 58.9 | 88 | |
| SCANr=5, alpha=0.5, kappa=32022.07 | 58.9 | 64 | |
| SCANr=10, alpha=3, kappa=52022.07 | 58.9 | 34.7 | |
| SCANr (number of domains)=5, alpha (Dirichlet parameter)=3, kappa (maximum allowed condition number)=52022.07 | 58.7 | 38.9 | |
| SCANr (number of domains)=10, alpha (Dirichlet parameter)=0.5, kappa (maximum allowed condition number)=32022.07 | 58.7 | 71.6 | |
| SCANr=5, alpha=3, kappa=52022.07 | 58.7 | 38.9 | |
| SCANr=10, alpha=0.5, kappa=32022.07 | 58.7 | 71.6 | |
| SCANr (number of domains)=5, alpha (Dirichlet parameter)=10, kappa (maximum allowed condition number)=72022.07 | 58.6 | 22.6 | |
| SCANr=5, alpha=10, kappa=72022.07 | 58.6 | 22.6 |