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Image Classification on CIFAR-10 WRN-28-10 (test)

89.7Clean AccuracyNo Sel. (Full SSAT)
82.9484.69586.4588.205Jan 15, 2025

Evaluation results

MethodLinks
No Sel. (Full SSAT)α=100%, Unlabeled Data Source=External Unlabeled2025.0189.762.558.628.5
LCS-KMα=20%, Unlabeled Data Source=External Unlabeled2025.0188.760.757.814.78
LCS-KMα=10%, Unlabeled Data Source=External Unlabeled2025.0187.258.255.314.78
Randomα=20%, Unlabeled Data Source=External Unlabeled2025.0187.157.554.214.25
PCSα=20%, Unlabeled Data Source=External Unlabeled2025.018757.954.514.73
LCS-GMMα=20%, Unlabeled Data Source=External Unlabeled2025.018758.255.514.89
LCS-KMα=10%, Unlabeled Data Source=DDPM-Generated2025.0186.15855.815.27
LCS-GMMα=10%, Unlabeled Data Source=External Unlabeled2025.0185.957.154.214.89
LCS-KMα=1%, Unlabeled Data Source=DDPM-Generated2025.0185.956.152.515.27
LCS-GMMα=20%, Unlabeled Data Source=DDPM-Generated2025.0185.958.655.815.36
LCS-GMMα=1%, Unlabeled Data Source=DDPM-Generated2025.0185.854.651.815.36
LCS-GMMα=10%, Unlabeled Data Source=DDPM-Generated2025.0185.857.154.515.36
No Sel. (Full SSAT)α=100%, Unlabeled Data Source=DDPM-Generated2025.0185.761.858.457.13
LCS-KMα=1%, Unlabeled Data Source=External Unlabeled2025.0185.656.452.914.78
PCSα=20%, Unlabeled Data Source=DDPM-Generated2025.0185.6585515.16
LCS-KMα=20%, Unlabeled Data Source=DDPM-Generated2025.0185.560.257.215.27
PCSα=10%, Unlabeled Data Source=DDPM-Generated2025.0185.456.954.115.16
Randomα=20%, Unlabeled Data Source=DDPM-Generated2025.0185.457.254.214.25
PCSα=10%, Unlabeled Data Source=External Unlabeled2025.0185.356.953.714.73
Randomα=10%, Unlabeled Data Source=External Unlabeled2025.0185.25652.414.25
Randomα=10%, Unlabeled Data Source=DDPM-Generated2025.018556.552.614.25
No Sel. (TRADES)α=0%, Unlabeled Data Source=External Unlabeled2025.0184.955.449.210.69
PCSα=1%, Unlabeled Data Source=External Unlabeled2025.0184.955.451.514.73
No Sel. (TRADES)α=0%, Unlabeled Data Source=DDPM-Generated2025.0184.955.449.210.69
PCSα=1%, Unlabeled Data Source=DDPM-Generated2025.0184.355.250.715.16
LCS-GMMα=1%, Unlabeled Data Source=External Unlabeled2025.0184.255.152.114.89
Randomα=1%, Unlabeled Data Source=DDPM-Generated2025.0183.354.349.614.25
Randomα=1%, Unlabeled Data Source=External Unlabeled2025.0183.254.549.814.25