Prompt Watermarking Verification on ImageNet
77.43Accuracy (Base)SWAP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SWAPPrompt Tuning Method=PromptSRC2025.11 | 77.43 | 70.48 | 99.97 | 0 | 0 | |
| BadCLIP-DPrompt Tuning Method=PromptSRC2025.11 | 77.26 | 70.07 | 0 | 10 | -0.3 | |
| SWAPPrompt Tuning Method=MaPLe2025.11 | 77.13 | 69.26 | 99.95 | 0 | 0.01 | |
| BadCLIP-DPrompt Tuning Method=MaPLe2025.11 | 77.04 | 69.04 | 0.02 | 10 | -0.3 | |
| BWAP-BadNetPrompt Tuning Method=PromptSRC2025.11 | 76.9 | 70.8 | 99.6 | 10 | 0.7 | |
| BWAP-GrondPrompt Tuning Method=PromptSRC2025.11 | 76.75 | 70.65 | 99.13 | 10 | 0.7 | |
| BWAP-BadNetPrompt Tuning Method=MaPLe2025.11 | 76.7 | 66.8 | 99.5 | 10 | 0.7 | |
| BWAP-WaNetPrompt Tuning Method=MaPLe2025.11 | 76.6 | 69.3 | 99.7 | 10 | 0.7 | |
| BWAP-WaNetPrompt Tuning Method=PromptSRC2025.11 | 76.6 | 70.4 | 98.7 | 10 | 0.69 | |
| BWAP-GrondPrompt Tuning Method=MaPLe2025.11 | 76.28 | 68.73 | 98.5 | 10 | 0.69 | |
| mmPoisonPrompt Tuning Method=MaPLe2025.11 | 76.24 | 69.8 | 0 | 10 | -0.3 | |
| SWAPPrompt Tuning Method=CoCoOp2025.11 | 75.89 | 70.1 | 99.98 | 0 | 0 | |
| BadCLIP-TPrompt Tuning Method=CoCoOp2025.11 | 75.6 | 70 | 99.9 | 10 | 0.7 | |
| BadCLIP-DPrompt Tuning Method=CoCoOp2025.11 | 75.59 | 70.05 | 0.02 | 10 | -0.25 | |
| mmPoisonPrompt Tuning Method=PromptSRC2025.11 | 75.25 | 70.1 | 0 | 10 | -0.3 | |
| mmPoisonPrompt Tuning Method=CoCoOp2025.11 | 75.24 | 70.04 | 0.02 | 10 | -0.3 | |
| BWAP-BadNetPrompt Tuning Method=CoCoOp2025.11 | 73.15 | 67.6 | 98.6 | 10 | 0.69 | |
| BWAP-GrondPrompt Tuning Method=CoCoOp2025.11 | 72.85 | 68.42 | 99.32 | 10 | 0.7 | |
| BWAP-WaNetPrompt Tuning Method=CoCoOp2025.11 | 72.07 | 67.6 | 99.6 | 10 | 0.7 | |
| BadEncoderPrompt Tuning Method=PromptSRC2025.11 | 5.48 | 1.1 | 0.1 | 10 | -0.3 | |
| BadEncoderPrompt Tuning Method=CoCoOp2025.11 | 4.21 | 1.7 | 4.63 | 10 | -0.25 | |
| BadEncoderPrompt Tuning Method=MaPLe2025.11 | 0.24 | 0.2 | 4.31 | 10 | -0.25 |