Prompt Stealing on Flickr 50 random prompts
92.7CLIP ScorePROMPTMINER
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PROMPTMINERTarget Generative Model=FLUX.1 dev2025.11 | 92.7 | 0.411 | 62.8 | |
| PROMPTMINERTarget Generative Model=Stable Diffusion 3.5 Medium2025.11 | 91.6 | 0.41 | 66 | |
| PROMPTMINERTarget Generative Model=SDXL-Turbo2025.11 | 91 | 0.405 | 60.3 | |
| VLM-as-expertTarget Generative Model=FLUX.1 dev2025.11 | 89.5 | 0.447 | 57.1 | |
| PROMPTMINERTarget Generative Model=Stable Diffusion v1.52025.11 | 89.4 | 0.402 | 56.8 | |
| VLM-as-expertTarget Generative Model=Stable Diffusion 3.5 Medium2025.11 | 87.4 | 0.431 | 57.8 | |
| CLIP-IGTarget Generative Model=FLUX.1 dev2025.11 | 86 | 0.508 | 51.1 | |
| CLIP-IGTarget Generative Model=Stable Diffusion 3.5 Medium2025.11 | 85.7 | 0.487 | 54.7 | |
| PromptStealerTarget Generative Model=FLUX.1 dev2025.11 | 84.3 | 0.498 | 59.5 | |
| CLIP-IGTarget Generative Model=SDXL-Turbo2025.11 | 83.5 | 0.478 | 46.8 | |
| PromptStealerTarget Generative Model=Stable Diffusion 3.5 Medium2025.11 | 83.5 | 0.484 | 62.2 | |
| BLIPTarget Generative Model=FLUX.1 dev2025.11 | 83.3 | 0.499 | 62 | |
| CLIP-IGTarget Generative Model=Stable Diffusion v1.52025.11 | 83.3 | 0.466 | 47.2 | |
| VLM-as-expertTarget Generative Model=SDXL-Turbo2025.11 | 82.7 | 0.473 | 50.1 | |
| BLIPTarget Generative Model=Stable Diffusion 3.5 Medium2025.11 | 82 | 0.465 | 63.7 | |
| VLM-as-expertTarget Generative Model=Stable Diffusion v1.52025.11 | 81.7 | 0.469 | 51.4 | |
| PromptStealerTarget Generative Model=SDXL-Turbo2025.11 | 81.6 | 0.475 | 58.1 | |
| BLIPTarget Generative Model=SDXL-Turbo2025.11 | 80.8 | 0.485 | 54.9 | |
| PromptStealerTarget Generative Model=Stable Diffusion v1.52025.11 | 78.3 | 0.504 | 50.1 | |
| BLIPTarget Generative Model=Stable Diffusion v1.52025.11 | 77.3 | 0.493 | 54.7 | |
| VGDTarget Generative Model=Stable Diffusion v1.52025.11 | 76.4 | 0.671 | 34.1 | |
| VGDTarget Generative Model=FLUX.1 dev2025.11 | 76.4 | 0.613 | 35.3 | |
| VGDTarget Generative Model=SDXL-Turbo2025.11 | 76.1 | 0.577 | 36.6 | |
| VGDTarget Generative Model=Stable Diffusion 3.5 Medium2025.11 | 75.3 | 0.684 | 32.9 | |
| PH2PTarget Generative Model=Stable Diffusion v1.52025.11 | 63.8 | 0.715 | 3.9 | |
| PH2PTarget Generative Model=FLUX.1 dev2025.11 | 63 | 0.686 | 3.8 | |
| PH2PTarget Generative Model=SDXL-Turbo2025.11 | 61.6 | 0.629 | 4.6 | |
| PH2PTarget Generative Model=Stable Diffusion 3.5 Medium2025.11 | 61.3 | 0.721 | 3 |