Prompt Stealing on Lexica 50 random prompts
92.1CLIP SimilarityPROMPTMINER
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PROMPTMINERTarget Generative Model=FLUX.1 dev2025.11 | 92.1 | 43.5 | 59.4 | |
| PROMPTMINERTarget Generative Model=Stable Diffusion 3.5 Medium2025.11 | 92.1 | 40.7 | 62.9 | |
| PROMPTMINERTarget Generative Model=SDXL-Turbo2025.11 | 91.1 | 42 | 59.1 | |
| PROMPTMINERTarget Generative Model=Stable Diffusion v1.52025.11 | 87.5 | 45 | 56.3 | |
| VLM-as-expertTarget Generative Model=FLUX.1 dev2025.11 | 86.6 | 44.5 | 53.5 | |
| CLIP-IGTarget Generative Model=FLUX.1 dev2025.11 | 86 | 50.4 | 58.7 | |
| CLIP-IGTarget Generative Model=Stable Diffusion 3.5 Medium2025.11 | 85.9 | 47.4 | 61.6 | |
| VLM-as-expertTarget Generative Model=Stable Diffusion 3.5 Medium2025.11 | 85.7 | 44.1 | 57.2 | |
| CLIP-IGTarget Generative Model=SDXL-Turbo2025.11 | 85.6 | 45.1 | 59.1 | |
| CLIP-IGTarget Generative Model=Stable Diffusion v1.52025.11 | 84 | 47.1 | 55.3 | |
| VLM-as-expertTarget Generative Model=SDXL-Turbo2025.11 | 81.1 | 45 | 52.7 | |
| PromptStealerTarget Generative Model=Stable Diffusion 3.5 Medium2025.11 | 80.4 | 52 | 62.2 | |
| VLM-as-expertTarget Generative Model=Stable Diffusion v1.52025.11 | 79.4 | 50.1 | 50.7 | |
| PromptStealerTarget Generative Model=FLUX.1 dev2025.11 | 78.8 | 56.3 | 60 | |
| PromptStealerTarget Generative Model=SDXL-Turbo2025.11 | 78.7 | 47.5 | 59.4 | |
| VGDTarget Generative Model=SDXL-Turbo2025.11 | 76.6 | 53 | 44.6 | |
| PromptStealerTarget Generative Model=Stable Diffusion v1.52025.11 | 76.2 | 56 | 56.3 | |
| VGDTarget Generative Model=Stable Diffusion 3.5 Medium2025.11 | 76.2 | 64.3 | 48.5 | |
| BLIPTarget Generative Model=FLUX.1 dev2025.11 | 76 | 55.4 | 33.5 | |
| VGDTarget Generative Model=FLUX.1 dev2025.11 | 76 | 61.2 | 48.1 | |
| VGDTarget Generative Model=Stable Diffusion v1.52025.11 | 75.3 | 70.1 | 46.6 | |
| BLIPTarget Generative Model=SDXL-Turbo2025.11 | 74.9 | 50.7 | 39.7 | |
| BLIPTarget Generative Model=Stable Diffusion 3.5 Medium2025.11 | 74.6 | 56 | 40.6 | |
| BLIPTarget Generative Model=Stable Diffusion v1.52025.11 | 69.9 | 59 | 31.9 | |
| PH2PTarget Generative Model=SDXL-Turbo2025.11 | 66.2 | 56.9 | 17.1 | |
| PH2PTarget Generative Model=FLUX.1 dev2025.11 | 65.7 | 65.7 | 17.3 | |
| PH2PTarget Generative Model=Stable Diffusion v1.52025.11 | 64 | 72.9 | 17.8 | |
| PH2PTarget Generative Model=Stable Diffusion 3.5 Medium2025.11 | 61.3 | 68.2 | 17.4 |