Prompt Watermarking and Verification on OxfordPets
96.13Base AccuracySWAP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SWAPPrompt Tuning Method=PromptSRC2025.11 | 96.13 | 96.8 | 99.99 | 0 | 0.01 | |
| BadCLIP-DPrompt Tuning Method=PromptSRC2025.11 | 95.64 | 97.8 | 4.25 | 1 | 0.01 | |
| BWAP-WaNetPrompt Tuning Method=PromptSRC2025.11 | 95.5 | 96.9 | 98.7 | 1 | 0.96 | |
| BWAP-GrondPrompt Tuning Method=PromptSRC2025.11 | 95.45 | 97.31 | 98.4 | 1 | 0.95 | |
| BWAP-BadNetPrompt Tuning Method=PromptSRC2025.11 | 95.3 | 97.1 | 98 | 1 | 0.95 | |
| mmPoisonPrompt Tuning Method=PromptSRC2025.11 | 95.16 | 97.5 | 0 | 1 | -0.03 | |
| SWAPPrompt Tuning Method=MaPLe2025.11 | 95.03 | 96.82 | 99.94 | 0 | 0.01 | |
| BadCLIP-DPrompt Tuning Method=MaPLe2025.11 | 94.96 | 96.04 | 3.99 | 1 | 0.02 | |
| SWAPPrompt Tuning Method=CoCoOp2025.11 | 94.92 | 97.4 | 99.36 | 0 | 0 | |
| BWAP-WaNetPrompt Tuning Method=MaPLe2025.11 | 94.8 | 95.9 | 99.9 | 1 | 0.98 | |
| mmPoisonPrompt Tuning Method=MaPLe2025.11 | 94.74 | 97.9 | 0 | 1 | -0.02 | |
| BWAP-GrondPrompt Tuning Method=MaPLe2025.11 | 94.71 | 95.35 | 99.61 | 1 | 0.98 | |
| BadCLIP-DPrompt Tuning Method=CoCoOp2025.11 | 94.68 | 97.08 | 3.77 | 1 | 0.02 | |
| BWAP-BadNetPrompt Tuning Method=MaPLe2025.11 | 94.5 | 94.9 | 98.9 | 1 | 0.97 | |
| mmPoisonPrompt Tuning Method=CoCoOp2025.11 | 94.37 | 97.07 | 0 | 1 | -0.02 | |
| BWAP-GrondPrompt Tuning Method=CoCoOp2025.11 | 92.95 | 94.57 | 98.95 | 1 | 0.97 | |
| BadCLIP-TPrompt Tuning Method=CoCoOp2025.11 | 92.6 | 95.7 | 99.2 | 1 | 0.95 | |
| BWAP-WaNetPrompt Tuning Method=CoCoOp2025.11 | 92.3 | 94.2 | 98.9 | 1 | 0.97 | |
| BWAP-BadNetPrompt Tuning Method=CoCoOp2025.11 | 91.3 | 93.9 | 99 | 1 | 0.97 | |
| BadEncoderPrompt Tuning Method=MaPLe2025.11 | 5.21 | 5.4 | 2.13 | 1 | 0 | |
| BadEncoderPrompt Tuning Method=CoCoOp2025.11 | 5.19 | 4.9 | 4.63 | 1 | 0.03 | |
| BadEncoderPrompt Tuning Method=PromptSRC2025.11 | 4.57 | 6.8 | 29.03 | 1 | 0.26 |