# Stealthiness Evaluation on ImageNet

Source: [Stealthiness Evaluation on ImageNet](<https://www.sota2.com/research/sota/stealthiness-evaluation-on-imagenet>)

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

Data updated: 2026-02-26T06:03:24.530Z

Evaluation of model stealthiness or imperceptibility on the ImageNet dataset, typically measured using perceptual quality metrics like SSIM, PSNR, and LPIPS.

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 | Stealthiness Evaluation |
| Dataset (including any stated split) | ImageNet |
| Metric | SSIM |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

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

- [PSNR (dB)](<https://www.sota2.com/research/sota/stealthiness-evaluation-on-imagenet.md?metric=PSNR%20(dB)>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | SSIM | Result date | Report paper |
| --- | --- | --- | --- |
| INACTIVE | 0.9867 | Not recorded | 68fa77c81e209131cea754f1 |
| ISSBA | 0.7329 | Not recorded | 68fa77c81e209131cea754f1 |

### INACTIVE

SSIM: 0.9867. Result ID: 699569013badfaffe65ccb8e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77c81e209131cea754f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c81e209131cea754f1.md>)

[Implementation](<https://github.com/Zhang-Henry/IMPERATIVE>)

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

### ISSBA

SSIM: 0.7329. Result ID: 699569013badfaffe65ccb8d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77c81e209131cea754f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a921e209131cea28f6e.md>)

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

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