Classification on CIFAR-20 (test)
86.8Test AccuracyDDFA (SI)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DDFA (SI)r=30, alpha=0.5, kappa=8, Backbone initialization=SCAN2022.07 | 86.8 | 1.6 | |
| DDFA (SI)r=30, alpha=0.5, kappa=8, Initialization=SCAN Initialized2022.07 | 86.8 | 1.6 | |
| DDFA (SI)r=25, alpha=0.5, kappa=8, Backbone initialization=SCAN2022.07 | 85.1 | 1.7 | |
| DDFA (SI)r=25, alpha=0.5, kappa=8, Initialization=SCAN Initialized2022.07 | 85.1 | 1.7 | |
| DDFA (SI)r=20, alpha=0.5, kappa=8, Backbone initialization=SCAN2022.07 | 80.7 | 2.1 | |
| DDFA (SI)r=20, alpha=0.5, kappa=8, Initialization=SCAN Initialized2022.07 | 80.7 | 2.1 | |
| DDFA (SI)r=30, alpha=3, kappa=12, Backbone initialization=SCAN2022.07 | 68.7 | 2.4 | |
| DDFA (SI)r=30, alpha=3, kappa=12, Initialization=SCAN Initialized2022.07 | 68.7 | 2.4 | |
| DDFA (SI)r=25, alpha=3, kappa=12, Backbone initialization=SCAN2022.07 | 66.7 | 2.4 | |
| DDFA (SI)r=25, alpha=3, kappa=12, Initialization=SCAN Initialized2022.07 | 66.7 | 2.4 | |
| DDFA (SI)r=20, alpha=3, kappa=12, Backbone initialization=SCAN2022.07 | 58.2 | 2.8 | |
| DDFA (SI)r=20, alpha=3, kappa=12, Initialization=SCAN Initialized2022.07 | 58.2 | 2.8 | |
| DDFA (RI)r=20, alpha=0.5, kappa=8, Backbone initialization=Random2022.07 | 54.9 | 3.8 | |
| DDFA (RI)r=20, alpha=0.5, kappa=8, Initialization=Randomly Initialized2022.07 | 54.9 | 3.8 | |
| DDFA (RI)r=25, alpha=0.5, kappa=8, Backbone initialization=Random2022.07 | 54.2 | 4 | |
| DDFA (RI)r=25, alpha=0.5, kappa=8, Initialization=Randomly Initialized2022.07 | 54.2 | 4 | |
| DDFA (SI)r=30, alpha=10, kappa=20, Backbone initialization=SCAN2022.07 | 51.7 | 3.2 | |
| DDFA (SI)r=30, alpha=10, kappa=20, Initialization=SCAN Initialized2022.07 | 51.7 | 3.2 | |
| DDFA (SI)r=25, alpha=10, kappa=20, Backbone initialization=SCAN2022.07 | 49.5 | 3.1 | |
| DDFA (SI)r=25, alpha=10, kappa=20, Initialization=SCAN Initialized2022.07 | 49.5 | 3.1 | |
| DDFA (RI)r=30, alpha=0.5, kappa=8, Backbone initialization=Random2022.07 | 48.6 | 4.6 | |
| DDFA (RI)r=30, alpha=0.5, kappa=8, Initialization=Randomly Initialized2022.07 | 48.6 | 4.6 | |
| SCANr=25, alpha=3, kappa=122022.07 | 45.7 | 7.9 | |
| SCANr=25, alpha=3, kappa=122022.07 | 45.7 | 7.9 | |
| SCANr=30, alpha=0.5, kappa=82022.07 | 45.3 | 8.8 | |
| SCANr=30, alpha=0.5, kappa=82022.07 | 45.3 | 8.8 | |
| SCANr=25, alpha=0.5, kappa=82022.07 | 45.1 | 9.1 | |
| SCANr=25, alpha=0.5, kappa=82022.07 | 45.1 | 9.1 | |
| SCANr=20, alpha=0.5, kappa=82022.07 | 44.5 | 9 | |
| SCANr=20, alpha=0.5, kappa=82022.07 | 44.5 | 9 | |
| SCANr=25, alpha=10, kappa=202022.07 | 44.4 | 6.1 | |
| SCANr=25, alpha=10, kappa=202022.07 | 44.4 | 6.1 | |
| SCANr=30, alpha=10, kappa=202022.07 | 43.9 | 6.1 | |
| SCANr=30, alpha=10, kappa=202022.07 | 43.9 | 6.1 | |
| SCANr=20, alpha=10, kappa=202022.07 | 43.8 | 6.2 | |
| SCANr=20, alpha=10, kappa=202022.07 | 43.8 | 6.2 | |
| SCANr=30, alpha=3, kappa=122022.07 | 43.6 | 7.9 | |
| SCANr=30, alpha=3, kappa=122022.07 | 43.6 | 7.9 | |
| SCANr=20, alpha=3, kappa=122022.07 | 43.2 | 8.1 | |
| SCANr=20, alpha=3, kappa=122022.07 | 43.2 | 8.1 | |
| DDFA (SI)r=20, alpha=10, kappa=20, Backbone initialization=SCAN2022.07 | 35.5 | 3.5 | |
| DDFA (SI)r=20, alpha=10, kappa=20, Initialization=SCAN Initialized2022.07 | 35.5 | 3.5 | |
| DDFA (RI)r=20, alpha=3, kappa=12, Backbone initialization=Random2022.07 | 34.2 | 4.3 | |
| DDFA (RI)r=20, alpha=3, kappa=12, Initialization=Randomly Initialized2022.07 | 34.2 | 4.3 | |
| DDFA (RI)r=30, alpha=3, kappa=12, Backbone initialization=Random2022.07 | 28.7 | 5.4 | |
| DDFA (RI)r=30, alpha=3, kappa=12, Initialization=Randomly Initialized2022.07 | 28.7 | 5.4 | |
| DDFA (RI)r=25, alpha=3, kappa=12, Backbone initialization=Random2022.07 | 28.3 | 5 | |
| DDFA (RI)r=25, alpha=3, kappa=12, Initialization=Randomly Initialized2022.07 | 28.3 | 5 | |
| DDFA (RI)r=20, alpha=10, kappa=20, Backbone initialization=Random2022.07 | 20.3 | 5.3 | |
| DDFA (RI)r=20, alpha=10, kappa=20, Initialization=Randomly Initialized2022.07 | 20.3 | 5.3 | |
| DDFA (RI)r=25, alpha=10, kappa=20, Backbone initialization=Random2022.07 | 17.9 | 5.3 | |
| DDFA (RI)r=25, alpha=10, kappa=20, Initialization=Randomly Initialized2022.07 | 17.9 | 5.3 | |
| DDFA (RI)r=30, alpha=10, kappa=20, Backbone initialization=Random2022.07 | 12.3 | 6.8 | |
| DDFA (RI)r=30, alpha=10, kappa=20, Initialization=Randomly Initialized2022.07 | 12.3 | 6.8 |