# Universal Image Immunization on InstructPix2Pix

Source: [Universal Image Immunization on InstructPix2Pix](<https://www.sota2.com/research/sota/universal-image-immunization-on-instructpix2pix>)

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

Data updated: 2026-02-26T05:45:12.751Z

Evaluation of Universal Image Immunization performance on the InstructPix2Pix dataset, assessed using image quality and feature similarity 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 | Universal Image Immunization |
| Dataset (including any stated split) | InstructPix2Pix |
| Metric | Feat. Sim. (C) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Feat. Sim. (C)](<https://www.sota2.com/research/sota/universal-image-immunization-on-instructpix2pix.md?metric=Feat.%20Sim.%20(C)>): Higher is better; unit: SCALAR.

- [PSNR](<https://www.sota2.com/research/sota/universal-image-immunization-on-instructpix2pix.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/universal-image-immunization-on-instructpix2pix.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [VIFp](<https://www.sota2.com/research/sota/universal-image-immunization-on-instructpix2pix.md?metric=VIFp>): Higher is better; unit: SCALAR.

- [FSIM](<https://www.sota2.com/research/sota/universal-image-immunization-on-instructpix2pix.md?metric=FSIM>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/universal-image-immunization-on-instructpix2pix.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [Feat. Sim. (D)](<https://www.sota2.com/research/sota/universal-image-immunization-on-instructpix2pix.md?metric=Feat.%20Sim.%20(D)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Feat. Sim. (C) | Result date | Report paper |
| --- | --- | --- | --- |
| Clean | 0.81 | Not recorded | 6993f65d9ebc499c97409ddb |
| Encoder Attack | 0.787 | Not recorded | 6993f65d9ebc499c97409ddb |
| Semantic Attack (Map) | 0.769 | Not recorded | 6993f65d9ebc499c97409ddb |
| Embedding Attack | 0.756 | Not recorded | 6993f65d9ebc499c97409ddb |
| Ours\_DF | 0.752 | Not recorded | 6993f65d9ebc499c97409ddb |
| Ours | 0.729 | Not recorded | 6993f65d9ebc499c97409ddb |

### Clean

Feat. Sim. (C): 0.81. Result ID: 699a9b525698665ec426e1b4.

[Reporting paper](<https://www.sota2.com/research/paper/6993f65d9ebc499c97409ddb.md>)

Recorded evaluation configuration: {"Description":"Un-immunized images (baseline)"}. This record does not assert independent reproduction.

### Encoder Attack

Feat. Sim. (C): 0.787. Result ID: 699a9b525698665ec426e1b5.

[Reporting paper](<https://www.sota2.com/research/paper/6993f65d9ebc499c97409ddb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e921e209131cea40c44.md>)

Recorded evaluation configuration: {"Surrogate Model":"Stable Diffusion V1.5","Base Method":"PhotoGuard"}. This record does not assert independent reproduction.

### Semantic Attack (Map)

Feat. Sim. (C): 0.769. Result ID: 699a9b525698665ec426e1b7.

[Reporting paper](<https://www.sota2.com/research/paper/6993f65d9ebc499c97409ddb.md>)

Recorded evaluation configuration: {"Surrogate Model":"Stable Diffusion V1.5"}. This record does not assert independent reproduction.

### Embedding Attack

Feat. Sim. (C): 0.756. Result ID: 699a9b525698665ec426e1b6.

[Reporting paper](<https://www.sota2.com/research/paper/6993f65d9ebc499c97409ddb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77621e209131cea72e2f.md>)

Recorded evaluation configuration: {"Surrogate Model":"Stable Diffusion V1.5","Base Method":"AdvPaint"}. This record does not assert independent reproduction.

### Ours\_DF

Feat. Sim. (C): 0.752. Result ID: 699a9b525698665ec426e1b8.

[Reporting paper](<https://www.sota2.com/research/paper/6993f65d9ebc499c97409ddb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f65d9ebc499c97409ddb.md>)

Recorded evaluation configuration: {"Surrogate Model":"Stable Diffusion V1.5","Data Mode":"Data-Free"}. This record does not assert independent reproduction.

### Ours

Feat. Sim. (C): 0.729. Result ID: 699a9b525698665ec426e1b9.

[Reporting paper](<https://www.sota2.com/research/paper/6993f65d9ebc499c97409ddb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6993f65d9ebc499c97409ddb.md>)

Recorded evaluation configuration: {"Surrogate Model":"Stable Diffusion V1.5","Data Mode":"Data-dependent"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.