Dataset Comparison on Isolet (test)
99.61Average Test AUCRuLSIF
Evaluation Results
| Method | Links | |
|---|---|---|
| RuLSIFNs=5, Fine-tuned=false2021.07 | 99.61 | |
| Meta-learning for relative DRENs=52021.07 | 99.6 | |
| MMDNs=52021.07 | 99.43 | |
| Meta-learning for relative DRENs=42021.07 | 99.37 | |
| Meta-learning for relative DRENs=32021.07 | 99.23 | |
| RuLSIFNs=4, Fine-tuned=false2021.07 | 99.01 | |
| MMDNs=42021.07 | 98.96 | |
| Meta-learning for relative DRENs=Average2021.07 | 98.56 | |
| Meta-learning for relative DRENs=22021.07 | 98.32 | |
| MMDNs=32021.07 | 97.79 | |
| RuLSIFNs=3, Fine-tuned=false2021.07 | 97.22 | |
| uLSIFNs=52021.07 | 96.77 | |
| uLSIFNs=42021.07 | 96.54 | |
| Meta-learning for relative DRENs=12021.07 | 96.28 | |
| MMDNs=22021.07 | 94.57 | |
| RuLSIFNs=2, Fine-tuned=false2021.07 | 94.28 | |
| uLSIFNs=32021.07 | 94.27 | |
| D3RENs=5, Fine-tuned=false2021.07 | 93.86 | |
| D3RENs=5, Fine-tuned=true2021.07 | 92.74 | |
| D3RENs=4, Fine-tuned=false2021.07 | 91.8 | |
| D3RENs=4, Fine-tuned=true2021.07 | 91.12 | |
| uLSIFNs=22021.07 | 89.7 | |
| D3RENs=3, Fine-tuned=false2021.07 | 89.69 | |
| D3RENs=Average, Fine-tuned=false2021.07 | 89 | |
| D3RENs=3, Fine-tuned=true2021.07 | 88.39 | |
| D3RENs=Average, Fine-tuned=true2021.07 | 88.3 | |
| D3RENs=2, Fine-tuned=false2021.07 | 88.2 | |
| RuLSIFNs=Average, Fine-tuned=false2021.07 | 88.07 | |
| MMDNs=Average2021.07 | 87.77 | |
| D3RENs=2, Fine-tuned=true2021.07 | 87.76 | |
| uLSIFNs=Average2021.07 | 87.33 | |
| RuLSIFNs=3, Fine-tuned=true2021.07 | 85.93 | |
| RuLSIFNs=4, Fine-tuned=true2021.07 | 83.57 | |
| RuLSIFNs=5, Fine-tuned=true2021.07 | 83.19 | |
| RuLSIFNs=Average, Fine-tuned=true2021.07 | 82.76 | |
| RuLSIFNs=2, Fine-tuned=true2021.07 | 81.62 | |
| D3RENs=1, Fine-tuned=true2021.07 | 81.5 | |
| D3RENs=1, Fine-tuned=false2021.07 | 81.48 | |
| RuLSIFNs=1, Fine-tuned=true2021.07 | 79.5 | |
| uLSIFNs=12021.07 | 59.38 | |
| RuLSIFNs=1, Fine-tuned=false2021.07 | 50.18 | |
| MMDNs=12021.07 | 48.11 |