Image Classification on CIFAR-10 downstream
83.64AccuracyBenign
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BenignPre-train Dataset=STL-10, Backbone=ResNet-18, SSL Algorithm=SimCLR2026.02 | 83.64 | — | |
| ADCAPre-train Dataset=STL-10, Backbone=ResNet-18, SSL Algorithm=SimCLR2026.02 | 82.78 | 94.93 | |
| FCBAPre-train Dataset=STL-10, Backbone=ResNet-18, SSL Algorithm=SimCLR2026.02 | 80.52 | 63.27 | |
| UBAPre-train Dataset=STL-10, Backbone=ResNet-18, SSL Algorithm=SimCLR2026.02 | 79.56 | 69.14 | |
| DBAPre-train Dataset=STL-10, Backbone=ResNet-18, SSL Algorithm=SimCLR2026.02 | 78.43 | 65.32 | |
| BadEncoderPre-train Dataset=STL-10, Backbone=ResNet-18, SSL Algorithm=SimCLR2026.02 | 77.34 | 70.95 | |
| BADFSSPre-train Dataset=STL-10, Backbone=ResNet-18, SSL Algorithm=SimCLR2026.02 | 76.64 | 61.75 | |
| BenignPre-train Dataset=CIFAR-100, Backbone=ResNet-18, SSL Algorithm=SimCLR2026.02 | 71.51 | — | |
| ADCAPre-train Dataset=CIFAR-100, Backbone=ResNet-18, SSL Algorithm=SimCLR2026.02 | 71.04 | 95.27 | |
| BadEncoderPre-train Dataset=CIFAR-100, Backbone=ResNet-18, SSL Algorithm=SimCLR2026.02 | 70.38 | 65.96 | |
| BADFSSPre-train Dataset=CIFAR-100, Backbone=ResNet-18, SSL Algorithm=SimCLR2026.02 | 70.23 | 63.18 | |
| DBAPre-train Dataset=CIFAR-100, Backbone=ResNet-18, SSL Algorithm=SimCLR2026.02 | 70.14 | 64.56 | |
| UBAPre-train Dataset=CIFAR-100, Backbone=ResNet-18, SSL Algorithm=SimCLR2026.02 | 68.21 | 63.25 | |
| FCBAPre-train Dataset=CIFAR-100, Backbone=ResNet-18, SSL Algorithm=SimCLR2026.02 | 67.32 | 59.56 |