Image Classification on CIFAR-10 l=50000 (test)
96.47AccuracyILL
Evaluation Results
| Method | Links | |
|---|---|---|
| ILLpartial ratio (q)=0.1, noise ratio (η)=0.12023.05 | 96.47 | |
| ILLpartial ratio (q)=0.3, noise ratio (η)=0.12023.05 | 96.2 | |
| ILLpartial ratio (q)=0.1, noise ratio (η)=0.22023.05 | 96.09 | |
| ILLpartial ratio (q)=0.3, noise ratio (η)=0.22023.05 | 95.87 | |
| DALI Mixuppartial ratio (q)=0.1, noise ratio (η)=0.22023.05 | 95.86 | |
| DALI Mixuppartial ratio (q)=0.1, noise ratio (η)=0.12023.05 | 95.83 | |
| ILLpartial ratio (q)=0.1, noise ratio (η)=0.32023.05 | 95.83 | |
| DALI Mixuppartial ratio (q)=0.1, noise ratio (η)=0.32023.05 | 95.75 | |
| DALI Mixuppartial ratio (q)=0.3, noise ratio (η)=0.12023.05 | 95.52 | |
| DALI Mixuppartial ratio (q)=0.3, noise ratio (η)=0.22023.05 | 95.41 | |
| ILLpartial ratio (q)=0.3, noise ratio (η)=0.32023.05 | 95.22 | |
| PiCO+ Mixuppartial ratio (q)=0.1, noise ratio (η)=0.22023.05 | 94.74 | |
| DALI Mixuppartial ratio (q)=0.3, noise ratio (η)=0.32023.05 | 94.67 | |
| PiCO+ Mixuppartial ratio (q)=0.1, noise ratio (η)=0.12023.05 | 94.58 | |
| PiCO+ Mixuppartial ratio (q)=0.1, noise ratio (η)=0.32023.05 | 94.43 | |
| DALIpartial ratio (q)=0.1, noise ratio (η)=0.12023.05 | 94.15 | |
| DALIpartial ratio (q)=0.1, noise ratio (η)=0.22023.05 | 94.04 | |
| PiCO+ Mixuppartial ratio (q)=0.3, noise ratio (η)=0.22023.05 | 94.03 | |
| PiCO+ Mixuppartial ratio (q)=0.3, noise ratio (η)=0.12023.05 | 94.02 | |
| DALIpartial ratio (q)=0.1, noise ratio (η)=0.32023.05 | 93.77 | |
| PiCO+partial ratio (q)=0.1, noise ratio (η)=0.12023.05 | 93.64 | |
| IRNetpartial ratio (q)=0.1, noise ratio (η)=0.12023.05 | 93.44 | |
| DALIpartial ratio (q)=0.3, noise ratio (η)=0.12023.05 | 93.44 | |
| DALIpartial ratio (q)=0.3, noise ratio (η)=0.22023.05 | 93.25 | |
| PiCO+partial ratio (q)=0.1, noise ratio (η)=0.22023.05 | 93.13 | |
| PiCO+ Mixuppartial ratio (q)=0.3, noise ratio (η)=0.32023.05 | 92.94 | |
| IRNetpartial ratio (q)=0.3, noise ratio (η)=0.12023.05 | 92.81 | |
| IRNetpartial ratio (q)=0.1, noise ratio (η)=0.22023.05 | 92.57 | |
| DALIpartial ratio (q)=0.3, noise ratio (η)=0.32023.05 | 92.42 | |
| IRNetpartial ratio (q)=0.1, noise ratio (η)=0.32023.05 | 92.38 | |
| PiCO+partial ratio (q)=0.3, noise ratio (η)=0.12023.05 | 92.32 | |
| PiCO+partial ratio (q)=0.3, noise ratio (η)=0.22023.05 | 92.22 | |
| PiCO+partial ratio (q)=0.1, noise ratio (η)=0.32023.05 | 92.18 | |
| IRNetpartial ratio (q)=0.3, noise ratio (η)=0.22023.05 | 92.18 | |
| IRNetpartial ratio (q)=0.3, noise ratio (η)=0.32023.05 | 91.35 | |
| PiCO+partial ratio (q)=0.3, noise ratio (η)=0.32023.05 | 89.95 |