# Prompt Stealing on Flickr 50 random prompts Source: [Prompt Stealing on Flickr 50 random prompts]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:38:29.944Z Evaluation of prompt stealing performance using 50 random prompts sampled from the Flickr dataset, assessed via CLIP, LPIPS, and SBERT metrics. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Prompt Stealing | | Dataset (including any stated split) | Flickr 50 random prompts | | Metric | CLIP Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [CLIP Score](): Higher is better; unit: PERCENT. - [LPIPS](): Lower is better; unit: SCALAR. - [SBERT Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | CLIP Score | Result date | Report paper | | --- | --- | --- | --- | | PROMPTMINER | 92.7 | Not recorded | 692d2108d6b0dd3342931618 | | PROMPTMINER | 91.6 | Not recorded | 692d2108d6b0dd3342931618 | | PROMPTMINER | 91 | Not recorded | 692d2108d6b0dd3342931618 | | VLM-as-expert | 89.5 | Not recorded | 692d2108d6b0dd3342931618 | | PROMPTMINER | 89.4 | Not recorded | 692d2108d6b0dd3342931618 | | VLM-as-expert | 87.4 | Not recorded | 692d2108d6b0dd3342931618 | | CLIP-IG | 86 | Not recorded | 692d2108d6b0dd3342931618 | | CLIP-IG | 85.7 | Not recorded | 692d2108d6b0dd3342931618 | | PromptStealer | 84.3 | Not recorded | 692d2108d6b0dd3342931618 | | CLIP-IG | 83.5 | Not recorded | 692d2108d6b0dd3342931618 | | PromptStealer | 83.5 | Not recorded | 692d2108d6b0dd3342931618 | | BLIP | 83.3 | Not recorded | 692d2108d6b0dd3342931618 | | CLIP-IG | 83.3 | Not recorded | 692d2108d6b0dd3342931618 | | VLM-as-expert | 82.7 | Not recorded | 692d2108d6b0dd3342931618 | | BLIP | 82 | Not recorded | 692d2108d6b0dd3342931618 | | VLM-as-expert | 81.7 | Not recorded | 692d2108d6b0dd3342931618 | | PromptStealer | 81.6 | Not recorded | 692d2108d6b0dd3342931618 | | BLIP | 80.8 | Not recorded | 692d2108d6b0dd3342931618 | | PromptStealer | 78.3 | Not recorded | 692d2108d6b0dd3342931618 | | BLIP | 77.3 | Not recorded | 692d2108d6b0dd3342931618 | | VGD | 76.4 | Not recorded | 692d2108d6b0dd3342931618 | | VGD | 76.4 | Not recorded | 692d2108d6b0dd3342931618 | | VGD | 76.1 | Not recorded | 692d2108d6b0dd3342931618 | | VGD | 75.3 | Not recorded | 692d2108d6b0dd3342931618 | | PH2P | 63.8 | Not recorded | 692d2108d6b0dd3342931618 | | PH2P | 63 | Not recorded | 692d2108d6b0dd3342931618 | | PH2P | 61.6 | Not recorded | 692d2108d6b0dd3342931618 | | PH2P | 61.3 | Not recorded | 692d2108d6b0dd3342931618 | ### PROMPTMINER CLIP Score: 92.7. Result ID: 6995e73c3badfaffe6ef748f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Generative Model":"FLUX.1 dev"}. This record does not assert independent reproduction. ### PROMPTMINER CLIP Score: 91.6. Result ID: 6995e73c3badfaffe6ef7490. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Generative Model":"Stable Diffusion 3.5 Medium"}. This record does not assert independent reproduction. ### PROMPTMINER CLIP Score: 91. Result ID: 6995e73c3badfaffe6ef748e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Generative Model":"SDXL-Turbo"}. This record does not assert independent reproduction. ### VLM-as-expert CLIP Score: 89.5. Result ID: 6995e73c3badfaffe6ef747f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Generative Model":"FLUX.1 dev"}. This record does not assert independent reproduction. ### PROMPTMINER CLIP Score: 89.4. Result ID: 6995e73c3badfaffe6ef748d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Generative Model":"Stable Diffusion v1.5"}. This record does not assert independent reproduction. ### VLM-as-expert CLIP Score: 87.4. Result ID: 6995e73c3badfaffe6ef7480. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Generative Model":"Stable Diffusion 3.5 Medium"}. This record does not assert independent reproduction. ### CLIP-IG CLIP Score: 86. Result ID: 6995e73c3badfaffe6ef747b. [Reporting paper]() Recorded evaluation configuration: {"Target Generative Model":"FLUX.1 dev"}. This record does not assert independent reproduction. ### CLIP-IG CLIP Score: 85.7. Result ID: 6995e73c3badfaffe6ef747c. [Reporting paper]() Recorded evaluation configuration: {"Target Generative Model":"Stable Diffusion 3.5 Medium"}. This record does not assert independent reproduction. ### PromptStealer CLIP Score: 84.3. Result ID: 6995e73c3badfaffe6ef7487. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Generative Model":"FLUX.1 dev"}. This record does not assert independent reproduction. ### CLIP-IG CLIP Score: 83.5. Result ID: 6995e73c3badfaffe6ef747a. [Reporting paper]() Recorded evaluation configuration: {"Target Generative Model":"SDXL-Turbo"}. This record does not assert independent reproduction. ### PromptStealer CLIP Score: 83.5. Result ID: 6995e73c3badfaffe6ef7488. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Generative Model":"Stable Diffusion 3.5 Medium"}. This record does not assert independent reproduction. ### BLIP CLIP Score: 83.3. Result ID: 6995e73c3badfaffe6ef7477. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target Generative Model":"FLUX.1 dev"}. This record does not assert independent reproduction. ### CLIP-IG CLIP Score: 83.3. Result ID: 6995e73c3badfaffe6ef7479. [Reporting paper]() Recorded evaluation configuration: {"Target Generative Model":"Stable Diffusion v1.5"}. This record does not assert independent reproduction. ### VLM-as-expert CLIP Score: 82.7. Result ID: 6995e73c3badfaffe6ef747e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Generative Model":"SDXL-Turbo"}. This record does not assert independent reproduction. ### BLIP CLIP Score: 82. Result ID: 6995e73c3badfaffe6ef7478. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target Generative Model":"Stable Diffusion 3.5 Medium"}. This record does not assert independent reproduction. ### VLM-as-expert CLIP Score: 81.7. Result ID: 6995e73c3badfaffe6ef747d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Generative Model":"Stable Diffusion v1.5"}. This record does not assert independent reproduction. ### PromptStealer CLIP Score: 81.6. Result ID: 6995e73c3badfaffe6ef7486. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Generative Model":"SDXL-Turbo"}. This record does not assert independent reproduction. ### BLIP CLIP Score: 80.8. Result ID: 6995e73c3badfaffe6ef7476. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target Generative Model":"SDXL-Turbo"}. This record does not assert independent reproduction. ### PromptStealer CLIP Score: 78.3. Result ID: 6995e73c3badfaffe6ef7485. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Generative Model":"Stable Diffusion v1.5"}. This record does not assert independent reproduction. ### BLIP CLIP Score: 77.3. Result ID: 6995e73c3badfaffe6ef7475. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target Generative Model":"Stable Diffusion v1.5"}. This record does not assert independent reproduction. ### VGD CLIP Score: 76.4. Result ID: 6995e73c3badfaffe6ef7489. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Generative Model":"Stable Diffusion v1.5"}. This record does not assert independent reproduction. ### VGD CLIP Score: 76.4. Result ID: 6995e73c3badfaffe6ef748b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Generative Model":"FLUX.1 dev"}. This record does not assert independent reproduction. ### VGD CLIP Score: 76.1. Result ID: 6995e73c3badfaffe6ef748a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Generative Model":"SDXL-Turbo"}. This record does not assert independent reproduction. ### VGD CLIP Score: 75.3. Result ID: 6995e73c3badfaffe6ef748c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Generative Model":"Stable Diffusion 3.5 Medium"}. This record does not assert independent reproduction. ### PH2P CLIP Score: 63.8. Result ID: 6995e73c3badfaffe6ef7481. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Generative Model":"Stable Diffusion v1.5"}. This record does not assert independent reproduction. ### PH2P CLIP Score: 63. Result ID: 6995e73c3badfaffe6ef7483. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Generative Model":"FLUX.1 dev"}. This record does not assert independent reproduction. ### PH2P CLIP Score: 61.6. Result ID: 6995e73c3badfaffe6ef7482. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Generative Model":"SDXL-Turbo"}. This record does not assert independent reproduction. ### PH2P CLIP Score: 61.3. Result ID: 6995e73c3badfaffe6ef7484. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Generative Model":"Stable Diffusion 3.5 Medium"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.