Dataset Comparison on Mnist-r (test)
98.23Average Test AUCRuLSIF
Evaluation results
| Method | Links | |
|---|---|---|
| RuLSIFNs=5, Fine-tuned=false2021.07 | 98.23 | |
| MMDNs=52021.07 | 98.01 | |
| Meta-learning for relative DRENs=52021.07 | 97.54 | |
| Meta-learning for relative DRENs=42021.07 | 96.49 | |
| RuLSIFNs=4, Fine-tuned=false2021.07 | 93.9 | |
| Meta-learning for relative DRENs=32021.07 | 93.86 | |
| MMDNs=42021.07 | 93.08 | |
| Meta-learning for relative DRENs=22021.07 | 93 | |
| Meta-learning for relative DRENs=Average2021.07 | 92.88 | |
| uLSIFNs=52021.07 | 90.66 | |
| MMDNs=32021.07 | 89.18 | |
| RuLSIFNs=3, Fine-tuned=false2021.07 | 87.83 | |
| RuLSIFNs=4, Fine-tuned=true2021.07 | 87.31 | |
| RuLSIFNs=5, Fine-tuned=true2021.07 | 86.09 | |
| RuLSIFNs=3, Fine-tuned=true2021.07 | 85.66 | |
| MMDNs=22021.07 | 85.09 | |
| RuLSIFNs=2, Fine-tuned=false2021.07 | 84.46 | |
| Meta-learning for relative DRENs=12021.07 | 83.53 | |
| uLSIFNs=42021.07 | 83.51 | |
| D3RENs=5, Fine-tuned=false2021.07 | 82.96 | |
| RuLSIFNs=Average, Fine-tuned=false2021.07 | 82.46 | |
| MMDNs=Average2021.07 | 82.1 | |
| RuLSIFNs=Average, Fine-tuned=true2021.07 | 81.36 | |
| D3RENs=4, Fine-tuned=false2021.07 | 80.19 | |
| uLSIFNs=32021.07 | 78.81 | |
| D3RENs=5, Fine-tuned=true2021.07 | 78.62 | |
| RuLSIFNs=2, Fine-tuned=true2021.07 | 78.28 | |
| uLSIFNs=22021.07 | 78.09 | |
| uLSIFNs=Average2021.07 | 77.22 | |
| D3RENs=Average, Fine-tuned=false2021.07 | 75.32 | |
| D3RENs=3, Fine-tuned=false2021.07 | 75.3 | |
| D3RENs=2, Fine-tuned=false2021.07 | 73.26 | |
| D3RENs=4, Fine-tuned=true2021.07 | 71.79 | |
| D3RENs=Average, Fine-tuned=true2021.07 | 70.1 | |
| RuLSIFNs=1, Fine-tuned=true2021.07 | 69.43 | |
| D3RENs=2, Fine-tuned=true2021.07 | 68.29 | |
| D3RENs=3, Fine-tuned=true2021.07 | 67.96 | |
| D3RENs=1, Fine-tuned=false2021.07 | 64.88 | |
| D3RENs=1, Fine-tuned=true2021.07 | 63.83 | |
| uLSIFNs=12021.07 | 55.01 | |
| RuLSIFNs=1, Fine-tuned=false2021.07 | 47.86 | |
| MMDNs=12021.07 | 45.14 |