Image Classification on SVHN WRN-16-8 (test)
97.4Accuracy (Clean)No Sel. (Full SSAT)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| No Sel. (Full SSAT)α=100%, Unlabeled Data Source=DDPM-Generated2025.01 | 97.4 | 86.3 | 75.2 | 17.41 | |
| No Sel. (Full SSAT)α=100%, Unlabeled Data Source=External Unlabeled2025.01 | 97.1 | 86 | 75.3 | 8.38 | |
| LCS-KMα=20%, Unlabeled Data Source=DDPM-Generated2025.01 | 96.7 | 87.2 | 75.3 | 4.18 | |
| LCS-KMα=10%, Unlabeled Data Source=DDPM-Generated2025.01 | 96.6 | 86.6 | 74.8 | 4.18 | |
| PCSα=20%, Unlabeled Data Source=DDPM-Generated2025.01 | 96.6 | 85.4 | 74.5 | 4.08 | |
| LCS-KMα=1%, Unlabeled Data Source=DDPM-Generated2025.01 | 96.4 | 82.4 | 72.6 | 4.18 | |
| LCS-GMMα=20%, Unlabeled Data Source=External Unlabeled2025.01 | 96.4 | 84.3 | 75 | 3.97 | |
| PCSα=20%, Unlabeled Data Source=External Unlabeled2025.01 | 96.3 | 83.9 | 74.7 | 3.75 | |
| Randomα=20%, Unlabeled Data Source=DDPM-Generated2025.01 | 96.3 | 84.6 | 74 | 3.28 | |
| LCS-GMMα=10%, Unlabeled Data Source=External Unlabeled2025.01 | 96.2 | 83 | 74.3 | 3.97 | |
| Randomα=20%, Unlabeled Data Source=External Unlabeled2025.01 | 96.2 | 82.3 | 73.2 | 3.28 | |
| LCS-KMα=20%, Unlabeled Data Source=External Unlabeled2025.01 | 96.2 | 86.6 | 75.1 | 3.9 | |
| PCSα=10%, Unlabeled Data Source=External Unlabeled2025.01 | 96.1 | 82.8 | 74.2 | 3.85 | |
| LCS-KMα=10%, Unlabeled Data Source=External Unlabeled2025.01 | 96.1 | 86.3 | 75.2 | 3.9 | |
| LCS-GMMα=20%, Unlabeled Data Source=DDPM-Generated2025.01 | 95.8 | 85.5 | 74.7 | 4.27 | |
| LCS-GMMα=1%, Unlabeled Data Source=DDPM-Generated2025.01 | 95.6 | 81.2 | 71.8 | 4.27 | |
| Randomα=10%, Unlabeled Data Source=DDPM-Generated2025.01 | 95.6 | 83.6 | 72.4 | 3.28 | |
| LCS-GMMα=10%, Unlabeled Data Source=DDPM-Generated2025.01 | 95.5 | 84.1 | 74.1 | 4.27 | |
| PCSα=1%, Unlabeled Data Source=External Unlabeled2025.01 | 95.4 | 81.8 | 71.6 | 3.75 | |
| PCSα=1%, Unlabeled Data Source=DDPM-Generated2025.01 | 95.4 | 81.5 | 71.5 | 4.08 | |
| Randomα=10%, Unlabeled Data Source=External Unlabeled2025.01 | 95.3 | 82 | 73 | 3.28 | |
| PCSα=10%, Unlabeled Data Source=DDPM-Generated2025.01 | 95.3 | 84 | 73.5 | 4.08 | |
| LCS-KMα=1%, Unlabeled Data Source=External Unlabeled2025.01 | 95.2 | 82.7 | 72.9 | 3.9 | |
| LCS-GMMα=1%, Unlabeled Data Source=External Unlabeled2025.01 | 95.1 | 81.8 | 72.1 | 3.97 | |
| Randomα=1%, Unlabeled Data Source=DDPM-Generated2025.01 | 95.1 | 80.3 | 70.5 | 3.28 | |
| No Sel. (TRADES)α=0%, Unlabeled Data Source=External Unlabeled2025.01 | 94.4 | 75.6 | 68.3 | 2.62 | |
| No Sel. (TRADES)α=0%, Unlabeled Data Source=DDPM-Generated2025.01 | 94.4 | 75.6 | 68.3 | 2.62 | |
| Randomα=1%, Unlabeled Data Source=External Unlabeled2025.01 | 94.2 | 78.4 | 70.3 | 3.28 |