Prompt Watermarking and Verification on Caltech101
98.19ACC (Base)mmPoison
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| mmPoisonPrompt Tuning Method=PromptSRC2025.11 | 98.19 | 94.04 | 0 | 10 | -0.06 | |
| BadCLIP-DPrompt Tuning Method=PromptSRC2025.11 | 98.1 | 94.2 | 8.46 | 10 | 0.02 | |
| mmPoisonPrompt Tuning Method=CoCoOp2025.11 | 98.06 | 93.01 | 0 | 10 | -0.06 | |
| BadCLIP-TPrompt Tuning Method=CoCoOp2025.11 | 98 | 93 | 99.2 | 10 | 0.93 | |
| BadCLIP-DPrompt Tuning Method=MaPLe2025.11 | 98 | 93.9 | 8.65 | 10 | 0.07 | |
| BWAP-WaNetPrompt Tuning Method=PromptSRC2025.11 | 97.7 | 93.7 | 99.2 | 10 | 0.93 | |
| SWAPPrompt Tuning Method=CoCoOp2025.11 | 97.65 | 93.1 | 99.67 | 0 | 0.01 | |
| BWAP-BadNetPrompt Tuning Method=MaPLe2025.11 | 97.6 | 94 | 99.2 | 10 | 0.94 | |
| BWAP-GrondPrompt Tuning Method=PromptSRC2025.11 | 97.55 | 93.43 | 99.15 | 10 | 0.93 | |
| BadCLIP-DPrompt Tuning Method=CoCoOp2025.11 | 97.5 | 93.03 | 8.52 | 10 | 0.02 | |
| BWAP-WaNetPrompt Tuning Method=MaPLe2025.11 | 97.5 | 92.03 | 99.6 | 10 | 0.98 | |
| BWAP-GrondPrompt Tuning Method=MaPLe2025.11 | 97.4 | 92.6 | 98.4 | 10 | 0.97 | |
| BWAP-BadNetPrompt Tuning Method=PromptSRC2025.11 | 97.4 | 93.3 | 99.3 | 10 | 0.93 | |
| SWAPPrompt Tuning Method=MaPLe2025.11 | 97.3 | 95.31 | 99.99 | 0 | 0.01 | |
| mmPoisonPrompt Tuning Method=MaPLe2025.11 | 97.26 | 92.8 | 0 | 10 | -0.02 | |
| SWAPPrompt Tuning Method=PromptSRC2025.11 | 96.28 | 94.21 | 99.94 | 0 | 0 | |
| BWAP-WaNetPrompt Tuning Method=CoCoOp2025.11 | 95.2 | 90.8 | 97.9 | 10 | 0.92 | |
| BWAP-GrondPrompt Tuning Method=CoCoOp2025.11 | 95.16 | 92.45 | 98.41 | 10 | 0.92 | |
| BWAP-BadNetPrompt Tuning Method=CoCoOp2025.11 | 95.1 | 93.1 | 97.2 | 10 | 0.91 | |
| BadEncoderPrompt Tuning Method=MaPLe2025.11 | 8.84 | 1.1 | 0 | 10 | -0.02 | |
| BadEncoderPrompt Tuning Method=CoCoOp2025.11 | 7.37 | 2.3 | 8.39 | 10 | 0.02 | |
| BadEncoderPrompt Tuning Method=PromptSRC2025.11 | 7.17 | 3.6 | 3.16 | 10 | -0.03 |