Image Classification on ImageNet100-B (test)
8,990ASRCorruptEncoder
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CorruptEncoderBackbone=ResNet-18, CL algorithm=MoCo-v2, Evaluation Protocol=linear evaluation2022.11 | 8,990 | — | — | |
| Poisoned-EncoderBackbone=ResNet-18, CL algorithm=MoCo-v2, Evaluation Protocol=linear evaluation2022.11 | 5,320 | — | — | |
| CTRLBackbone=ResNet-18, CL algorithm=MoCo-v2, Evaluation Protocol=linear evaluation2022.11 | 2,050 | — | — | |
| SSL-BackdoorBackbone=ResNet-18, CL algorithm=MoCo-v2, Evaluation Protocol=linear evaluation2022.11 | 1,430 | — | — | |
| CorruptEncoderTarget Class=Street Sign, Pre-training dataset=Conceptual Captions [27]2022.11 | 97.7 | — | 49 | |
| CorruptEncoderTarget Class=Ski Mask, Pre-training dataset=Conceptual Captions [27]2022.11 | 96.6 | — | 48.6 | |
| Carlini and TerzisTarget Class=Ski Mask, Pre-training dataset=Conceptual Captions [27]2022.11 | 96 | — | 48.5 | |
| Carlini and TerzisTarget Class=Street Sign, Pre-training dataset=Conceptual Captions [27]2022.11 | 94 | — | 48.3 | |
| CorruptEncoderTarget Class=Lorikeet, Pre-training dataset=Conceptual Captions [27]2022.11 | 89 | — | 48.4 | |
| CorruptEncoderTarget Class=Komondor, Pre-training dataset=Conceptual Captions [27]2022.11 | 60.9 | — | 48.8 | |
| CorruptEncoderTarget Class=Rottweiler, Pre-training dataset=Conceptual Captions [27]2022.11 | 57 | — | 48.9 | |
| No AttackBackbone=ResNet-18, CL algorithm=MoCo-v2, Evaluation Protocol=linear evaluation2022.11 | 40 | — | — | |
| No AttackTarget Class=Lorikeet, Pre-training dataset=Conceptual Captions [27]2022.11 | 1.9 | 48.4 | — | |
| No AttackTarget Class=Rottweiler, Pre-training dataset=Conceptual Captions [27]2022.11 | 1.7 | 48.4 | — | |
| No AttackTarget Class=Ski Mask, Pre-training dataset=Conceptual Captions [27]2022.11 | 1.4 | 48.4 | — | |
| No AttackTarget Class=Street Sign, Pre-training dataset=Conceptual Captions [27]2022.11 | 1 | 48.4 | — | |
| No AttackTarget Class=Komondor, Pre-training dataset=Conceptual Captions [27]2022.11 | 0.3 | 48.4 | — | |
| Carlini and TerzisTarget Class=Lorikeet, Pre-training dataset=Conceptual Captions [27]2022.11 | 0.1 | — | 47.7 | |
| Carlini and TerzisTarget Class=Rottweiler, Pre-training dataset=Conceptual Captions [27]2022.11 | 0 | — | 48.6 | |
| Carlini and TerzisTarget Class=Komondor, Pre-training dataset=Conceptual Captions [27]2022.11 | 0 | — | 48.9 |