Image Classification on CIFAR-10 WRN-28-10 (test)
89.7Clean AccuracyNo Sel. (Full SSAT)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| No Sel. (Full SSAT)α=100%, Unlabeled Data Source=External Unlabeled2025.01 | 89.7 | 62.5 | 58.6 | 28.5 | |
| LCS-KMα=20%, Unlabeled Data Source=External Unlabeled2025.01 | 88.7 | 60.7 | 57.8 | 14.78 | |
| LCS-KMα=10%, Unlabeled Data Source=External Unlabeled2025.01 | 87.2 | 58.2 | 55.3 | 14.78 | |
| Randomα=20%, Unlabeled Data Source=External Unlabeled2025.01 | 87.1 | 57.5 | 54.2 | 14.25 | |
| PCSα=20%, Unlabeled Data Source=External Unlabeled2025.01 | 87 | 57.9 | 54.5 | 14.73 | |
| LCS-GMMα=20%, Unlabeled Data Source=External Unlabeled2025.01 | 87 | 58.2 | 55.5 | 14.89 | |
| LCS-KMα=10%, Unlabeled Data Source=DDPM-Generated2025.01 | 86.1 | 58 | 55.8 | 15.27 | |
| LCS-GMMα=10%, Unlabeled Data Source=External Unlabeled2025.01 | 85.9 | 57.1 | 54.2 | 14.89 | |
| LCS-KMα=1%, Unlabeled Data Source=DDPM-Generated2025.01 | 85.9 | 56.1 | 52.5 | 15.27 | |
| LCS-GMMα=20%, Unlabeled Data Source=DDPM-Generated2025.01 | 85.9 | 58.6 | 55.8 | 15.36 | |
| LCS-GMMα=1%, Unlabeled Data Source=DDPM-Generated2025.01 | 85.8 | 54.6 | 51.8 | 15.36 | |
| LCS-GMMα=10%, Unlabeled Data Source=DDPM-Generated2025.01 | 85.8 | 57.1 | 54.5 | 15.36 | |
| No Sel. (Full SSAT)α=100%, Unlabeled Data Source=DDPM-Generated2025.01 | 85.7 | 61.8 | 58.4 | 57.13 | |
| LCS-KMα=1%, Unlabeled Data Source=External Unlabeled2025.01 | 85.6 | 56.4 | 52.9 | 14.78 | |
| PCSα=20%, Unlabeled Data Source=DDPM-Generated2025.01 | 85.6 | 58 | 55 | 15.16 | |
| LCS-KMα=20%, Unlabeled Data Source=DDPM-Generated2025.01 | 85.5 | 60.2 | 57.2 | 15.27 | |
| PCSα=10%, Unlabeled Data Source=DDPM-Generated2025.01 | 85.4 | 56.9 | 54.1 | 15.16 | |
| Randomα=20%, Unlabeled Data Source=DDPM-Generated2025.01 | 85.4 | 57.2 | 54.2 | 14.25 | |
| PCSα=10%, Unlabeled Data Source=External Unlabeled2025.01 | 85.3 | 56.9 | 53.7 | 14.73 | |
| Randomα=10%, Unlabeled Data Source=External Unlabeled2025.01 | 85.2 | 56 | 52.4 | 14.25 | |
| Randomα=10%, Unlabeled Data Source=DDPM-Generated2025.01 | 85 | 56.5 | 52.6 | 14.25 | |
| No Sel. (TRADES)α=0%, Unlabeled Data Source=External Unlabeled2025.01 | 84.9 | 55.4 | 49.2 | 10.69 | |
| PCSα=1%, Unlabeled Data Source=External Unlabeled2025.01 | 84.9 | 55.4 | 51.5 | 14.73 | |
| No Sel. (TRADES)α=0%, Unlabeled Data Source=DDPM-Generated2025.01 | 84.9 | 55.4 | 49.2 | 10.69 | |
| PCSα=1%, Unlabeled Data Source=DDPM-Generated2025.01 | 84.3 | 55.2 | 50.7 | 15.16 | |
| LCS-GMMα=1%, Unlabeled Data Source=External Unlabeled2025.01 | 84.2 | 55.1 | 52.1 | 14.89 | |
| Randomα=1%, Unlabeled Data Source=DDPM-Generated2025.01 | 83.3 | 54.3 | 49.6 | 14.25 | |
| Randomα=1%, Unlabeled Data Source=External Unlabeled2025.01 | 83.2 | 54.5 | 49.8 | 14.25 |