Image Classification on CIFAR-10 (CA/ASR Evaluation)
88.13Clean Accuracy (CA)Clean
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CleanProtocol=Linear-probe2026.02 | 88.13 | — | |
| BadCLIP++Protocol=Linear-probe2026.02 | 87.57 | 47.8 | |
| BadCLIPProtocol=Linear-probe2026.02 | 87.55 | 8.06 | |
| SSBAProtocol=Linear-probe2026.02 | 87.21 | 2.56 | |
| INACTIVEProtocol=Linear-probe2026.02 | 87.12 | 6.92 | |
| mmPoisonProtocol=Linear-probe2026.02 | 87.08 | 2.01 | |
| VLTrojanProtocol=Linear-probe2026.02 | 86.97 | 0.21 | |
| BadNetsProtocol=Linear-probe2026.02 | 86.96 | 23.39 | |
| BlendedProtocol=Linear-probe2026.02 | 86.95 | 0.44 | |
| MABAProtocol=Linear-probe2026.02 | 86.94 | 2.03 | |
| WaNetProtocol=Linear-probe2026.02 | 86.7 | 30.81 | |
| BadEncoderProtocol=Linear-probe2026.02 | 86.43 | 3.98 | |
| SIGProtocol=Linear-probe2026.02 | 86.23 | 15.39 | |
| TrojVQAProtocol=Linear-probe2026.02 | 86.17 | 16.72 |