Prompt Stealing on MS COCO 50 random prompts
0.958CLIP SimilarityPROMPTMINER
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PROMPTMINERTarget Generative Model=FLUX.1 dev2025.11 | 0.958 | 0.345 | 0.683 | |
| PROMPTMINERTarget Generative Model=Stable Diffusion 3.5 Medium2025.11 | 0.953 | 0.303 | 0.751 | |
| PROMPTMINERTarget Generative Model=SDXL-Turbo2025.11 | 0.934 | 0.34 | 0.673 | |
| PROMPTMINERTarget Generative Model=Stable Diffusion v1.52025.11 | 0.933 | 0.342 | 0.664 | |
| VLM-as-expertTarget Generative Model=FLUX.1 dev2025.11 | 0.923 | 0.407 | 0.588 | |
| VLM-as-expertTarget Generative Model=Stable Diffusion 3.5 Medium2025.11 | 0.913 | 0.387 | 0.612 | |
| PromptStealerTarget Generative Model=FLUX.1 dev2025.11 | 0.898 | 0.464 | 0.68 | |
| CLIP-IGTarget Generative Model=FLUX.1 dev2025.11 | 0.887 | 0.491 | 0.551 | |
| BLIPTarget Generative Model=FLUX.1 dev2025.11 | 0.885 | 0.467 | 0.7 | |
| CLIP-IGTarget Generative Model=Stable Diffusion 3.5 Medium2025.11 | 0.883 | 0.461 | 0.565 | |
| BLIPTarget Generative Model=Stable Diffusion 3.5 Medium2025.11 | 0.881 | 0.409 | 0.718 | |
| CLIP-IGTarget Generative Model=Stable Diffusion v1.52025.11 | 0.874 | 0.461 | 0.499 | |
| VLM-as-expertTarget Generative Model=SDXL-Turbo2025.11 | 0.866 | 0.462 | 0.539 | |
| PromptStealerTarget Generative Model=Stable Diffusion 3.5 Medium2025.11 | 0.866 | 0.446 | 0.693 | |
| CLIP-IGTarget Generative Model=SDXL-Turbo2025.11 | 0.862 | 0.466 | 0.486 | |
| VLM-as-expertTarget Generative Model=Stable Diffusion v1.52025.11 | 0.861 | 0.466 | 0.556 | |
| PromptStealerTarget Generative Model=Stable Diffusion v1.52025.11 | 0.861 | 0.453 | 0.633 | |
| PromptStealerTarget Generative Model=SDXL-Turbo2025.11 | 0.861 | 0.439 | 0.652 | |
| BLIPTarget Generative Model=Stable Diffusion v1.52025.11 | 0.858 | 0.458 | 0.66 | |
| BLIPTarget Generative Model=SDXL-Turbo2025.11 | 0.855 | 0.444 | 0.643 | |
| VGDTarget Generative Model=Stable Diffusion v1.52025.11 | 0.816 | 0.7 | 0.424 | |
| VGDTarget Generative Model=SDXL-Turbo2025.11 | 0.802 | 0.565 | 0.41 | |
| VGDTarget Generative Model=FLUX.1 dev2025.11 | 0.791 | 0.63 | 0.417 | |
| VGDTarget Generative Model=Stable Diffusion 3.5 Medium2025.11 | 0.785 | 0.691 | 0.416 | |
| PH2PTarget Generative Model=Stable Diffusion v1.52025.11 | 0.673 | 0.724 | 0.041 | |
| PH2PTarget Generative Model=SDXL-Turbo2025.11 | 0.645 | 0.612 | 0.047 | |
| PH2PTarget Generative Model=Stable Diffusion 3.5 Medium2025.11 | 0.642 | 0.724 | 0.044 | |
| PH2PTarget Generative Model=FLUX.1 dev2025.11 | 0.641 | 0.703 | 0.04 |