# Targeted Black-box Attack on ImageNet ILSVRC 2012 (val)

Source: [Targeted Black-box Attack on ImageNet ILSVRC 2012 (val)](<https://www.sota2.com/research/sota/targeted-black-box-attack-on-imagenet-ilsvrc-2012-val>)

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

Data updated: 2026-06-01T09:44:57.706Z

Evaluation of targeted black-box adversarial attacks on the ImageNet ILSVRC 2012 validation set, measured using perceptual similarity metrics SSIM 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 | Targeted Black-box Attack |
| Dataset (including any stated split) | ImageNet ILSVRC 2012 (val) |
| Metric | SSIM |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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/targeted-black-box-attack-on-imagenet-ilsvrc-2012-val.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/targeted-black-box-attack-on-imagenet-ilsvrc-2012-val.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | SSIM | Result date | Report paper |
| --- | --- | --- | --- |
| LGC | 0.988 | Not recorded | 6a1d122ddbd7150506f840b9 |
| Sign OPT | 0.43 | Not recorded | 6a1d122ddbd7150506f840b9 |
| HSJA | 0.429 | Not recorded | 6a1d122ddbd7150506f840b9 |

### LGC

SSIM: 0.988. Result ID: 6a1d5450fbc373592c16f6e9.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d122ddbd7150506f840b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1d122ddbd7150506f840b9.md>)

Recorded evaluation configuration: {"Model":"ViT","Query Budget":"10K"}. This record does not assert independent reproduction.

### Sign OPT

SSIM: 0.43. Result ID: 6a1d5450fbc373592c16f6e7.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d122ddbd7150506f840b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67091e209131cea14055.md>)

Recorded evaluation configuration: {"Model":"ViT","Query Budget":"1K"}. This record does not assert independent reproduction.

### HSJA

SSIM: 0.429. Result ID: 6a1d5450fbc373592c16f6e8.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d122ddbd7150506f840b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa56db1e209131ce9a05a4.md>)

Recorded evaluation configuration: {"Model":"ViT","Query Budget":"1K"}. This record does not assert independent reproduction.

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