# Prompt Stealing on DiffusionDB in-the-wild (50 images)

Source: [Prompt Stealing on DiffusionDB in-the-wild (50 images)](<https://www.sota2.com/research/sota/prompt-stealing-on-diffusiondb-in-the-wild-50-images>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:38:29.923Z

Evaluation of prompt stealing performance using 50 in-the-wild samples from the DiffusionDB 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) | DiffusionDB in-the-wild (50 images) |
| Metric | CLIP Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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](<https://www.sota2.com/research/sota/prompt-stealing-on-diffusiondb-in-the-wild-50-images.md?metric=CLIP%20Score>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/prompt-stealing-on-diffusiondb-in-the-wild-50-images.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [SBERT Score](<https://www.sota2.com/research/sota/prompt-stealing-on-diffusiondb-in-the-wild-50-images.md?metric=SBERT%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | CLIP Score | Result date | Report paper |
| --- | --- | --- | --- |
| PROMPTMINER | 0.863 | Not recorded | 692d2108d6b0dd3342931618 |
| CLIP-IG | 0.803 | Not recorded | 692d2108d6b0dd3342931618 |
| VLM-as-expert | 0.782 | Not recorded | 692d2108d6b0dd3342931618 |
| PromptStealer | 0.754 | Not recorded | 692d2108d6b0dd3342931618 |
| BLIP | 0.753 | Not recorded | 692d2108d6b0dd3342931618 |
| VGD | 0.749 | Not recorded | 692d2108d6b0dd3342931618 |
| PH2P | 0.648 | Not recorded | 692d2108d6b0dd3342931618 |

### PROMPTMINER

CLIP Score: 0.863. Result ID: 6995e73c3badfaffe6ef7458.

[Reporting paper](<https://www.sota2.com/research/paper/692d2108d6b0dd3342931618.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2108d6b0dd3342931618.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CLIP-IG

CLIP Score: 0.803. Result ID: 6995e73c3badfaffe6ef7453.

[Reporting paper](<https://www.sota2.com/research/paper/692d2108d6b0dd3342931618.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### VLM-as-expert

CLIP Score: 0.782. Result ID: 6995e73c3badfaffe6ef7454.

[Reporting paper](<https://www.sota2.com/research/paper/692d2108d6b0dd3342931618.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75681e209131cea67a98.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PromptStealer

CLIP Score: 0.754. Result ID: 6995e73c3badfaffe6ef7456.

[Reporting paper](<https://www.sota2.com/research/paper/692d2108d6b0dd3342931618.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f01e209131cea59689.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### BLIP

CLIP Score: 0.753. Result ID: 6995e73c3badfaffe6ef7452.

[Reporting paper](<https://www.sota2.com/research/paper/692d2108d6b0dd3342931618.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd81e209131cea30874.md>)

[Implementation](<https://github.com/salesforce/BLIP>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### VGD

CLIP Score: 0.749. Result ID: 6995e73c3badfaffe6ef7457.

[Reporting paper](<https://www.sota2.com/research/paper/692d2108d6b0dd3342931618.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a1c1e209131cea813c0.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PH2P

CLIP Score: 0.648. Result ID: 6995e73c3badfaffe6ef7455.

[Reporting paper](<https://www.sota2.com/research/paper/692d2108d6b0dd3342931618.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71901e209131cea5201e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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