Text Retrieval on COCO 5k points (val)
73.9Clean AccuracyCLIP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CLIPBackbone=RN50, Attack=BadCLIP, Protocol=Top-5 Retrieval2024.12 | 73.9 | 99.8 | |
| CLIPBackbone=RN50, Attack=BadNet, Attack Variant=Rand., Protocol=Top-5 Retrieval2024.12 | 73.3 | 99.4 | |
| CLIPBackbone=RN50, Attack=Blended, Attack Variant=Rand., Protocol=Top-5 Retrieval2024.12 | 73.2 | 99.3 | |
| CLIPBackbone=RN50, Attack=Blended, Attack Variant=Stripes, Protocol=Top-5 Retrieval2024.12 | 73.2 | 98.2 | |
| CLIPBackbone=RN50, Attack=Blended, Attack Variant=Text, Protocol=Top-5 Retrieval2024.12 | 73.2 | 97.4 | |
| CLIPBackbone=RN50, Attack=BadNet, Attack Variant=Stripes, Protocol=Top-5 Retrieval2024.12 | 73.1 | 99.9 | |
| CLIPBackbone=RN50, Attack=Blended, Attack Variant=Triangles, Protocol=Top-5 Retrieval2024.12 | 73.1 | 98.2 | |
| CLIPBackbone=RN50, Attack=WaNet, Protocol=Top-5 Retrieval2024.12 | 72.5 | 99.8 | |
| PARBackbone=RN50, Attack=Blended, Attack Variant=Text, Protocol=Top-5 Retrieval2024.12 | 71.3 | 11.4 | |
| PARBackbone=RN50, Attack=WaNet, Protocol=Top-5 Retrieval2024.12 | 71.1 | 2.3 | |
| PARBackbone=RN50, Attack=Blended, Attack Variant=Stripes, Protocol=Top-5 Retrieval2024.12 | 70.7 | 5 | |
| PARBackbone=RN50, Attack=BadCLIP, Protocol=Top-5 Retrieval2024.12 | 70.7 | 31.2 | |
| PARBackbone=RN50, Attack=BadNet, Attack Variant=Rand., Protocol=Top-5 Retrieval2024.12 | 70.5 | 6.5 | |
| CleanCLIPBackbone=RN50, Attack=Blended, Attack Variant=Rand., Protocol=Top-5 Retrieval2024.12 | 70.4 | 44.3 | |
| PARBackbone=RN50, Attack=Blended, Attack Variant=Rand., Protocol=Top-5 Retrieval2024.12 | 70.4 | 1.6 | |
| CleanCLIPBackbone=RN50, Attack=BadCLIP, Protocol=Top-5 Retrieval2024.12 | 70.3 | 62.6 | |
| PARBackbone=RN50, Attack=Blended, Attack Variant=Triangles, Protocol=Top-5 Retrieval2024.12 | 70.3 | 24.1 | |
| CleanCLIPBackbone=RN50, Attack=Blended, Attack Variant=Text, Protocol=Top-5 Retrieval2024.12 | 70.2 | 32.5 | |
| PARBackbone=RN50, Attack=BadNet, Attack Variant=Stripes, Protocol=Top-5 Retrieval2024.12 | 70.2 | 20.9 | |
| CleanCLIPBackbone=RN50, Attack=WaNet, Protocol=Top-5 Retrieval2024.12 | 70.1 | 5.1 | |
| CleanCLIPBackbone=RN50, Attack=BadNet, Attack Variant=Rand., Protocol=Top-5 Retrieval2024.12 | 69.9 | 19.4 | |
| CleanCLIPBackbone=RN50, Attack=Blended, Attack Variant=Stripes, Protocol=Top-5 Retrieval2024.12 | 69.8 | 76 | |
| CleanCLIPBackbone=RN50, Attack=Blended, Attack Variant=Triangles, Protocol=Top-5 Retrieval2024.12 | 69.8 | 71.6 | |
| CleanCLIPBackbone=RN50, Attack=BadNet, Attack Variant=Stripes, Protocol=Top-5 Retrieval2024.12 | 69.7 | 52.1 | |
| RoCLIPBackbone=RN50, Attack=Blended, Attack Variant=Rand., Protocol=Top-5 Retrieval2024.12 | 66.9 | 6.7 | |
| RoCLIPBackbone=RN50, Attack=Blended, Attack Variant=Stripes, Protocol=Top-5 Retrieval2024.12 | 66.6 | 4.9 | |
| RoCLIPBackbone=RN50, Attack=BadNet, Attack Variant=Rand., Protocol=Top-5 Retrieval2024.12 | 66.4 | 51.4 | |
| RoCLIPBackbone=RN50, Attack=BadNet, Attack Variant=Stripes, Protocol=Top-5 Retrieval2024.12 | 66.4 | 75.9 | |
| RoCLIPBackbone=RN50, Attack=Blended, Attack Variant=Triangles, Protocol=Top-5 Retrieval2024.12 | 66.3 | 84.6 | |
| RoCLIPBackbone=RN50, Attack=Blended, Attack Variant=Text, Protocol=Top-5 Retrieval2024.12 | 66.2 | 49.1 | |
| RoCLIPBackbone=RN50, Attack=WaNet, Protocol=Top-5 Retrieval2024.12 | 66.2 | 13 |