# Adversarial Detection on ImageNet (L-inf Epsilon 4/255, Test)

Source: [Adversarial Detection on ImageNet (L-inf Epsilon 4/255, Test)](<https://www.sota2.com/research/sota/adversarial-detection-on-imagenet-l-inf-epsilon-4-255-test>)

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

Data updated: 2026-02-26T05:47:49.968Z

Evaluation of a model's ability to detect adversarial examples generated on the ImageNet test set using L-infinity perturbations with epsilon 4/255, focusing on detection metrics like AUROC and AUPR.

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 | Adversarial Attack Detection |
| Dataset (including any stated split) | ImageNet l-infinity, epsilon=4/255, 1000 samples (test) |
| Metric | Kendall Tau Correlation |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Kendall Tau Correlation](<https://www.sota2.com/research/sota/adversarial-detection-on-imagenet-l-inf-epsilon-4-255-test.md?metric=Kendall%20Tau%20Correlation>): Higher is better; unit: SCALAR.

- [AUROC](<https://www.sota2.com/research/sota/adversarial-detection-on-imagenet-l-inf-epsilon-4-255-test.md?metric=AUROC>): Higher is better; unit: PERCENT.

- [AUPR](<https://www.sota2.com/research/sota/adversarial-detection-on-imagenet-l-inf-epsilon-4-255-test.md?metric=AUPR>): Higher is better; unit: PERCENT.

- [FPR@95](<https://www.sota2.com/research/sota/adversarial-detection-on-imagenet-l-inf-epsilon-4-255-test.md?metric=FPR%4095>): Lower is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/adversarial-detection-on-imagenet-l-inf-epsilon-4-255-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Robust Accuracy](<https://www.sota2.com/research/sota/adversarial-detection-on-imagenet-l-inf-epsilon-4-255-test.md?metric=Robust%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Kendall Tau Correlation | Result date | Report paper |
| --- | --- | --- | --- |
| WOI0 | 0.78 | Not recorded | 68fa75751e209131cea680ff |
| SAI0 | 0.77 | Not recorded | 68fa75751e209131cea680ff |
| SAI1 | 0.74 | Not recorded | 68fa75751e209131cea680ff |
| ENI0 | 0.73 | Not recorded | 68fa75751e209131cea680ff |
| SSI0 | 0.63 | Not recorded | 68fa75751e209131cea680ff |

### WOI0

Kendall Tau Correlation: 0.78. Result ID: 6993aeb93a6c31484917cbf0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ff.md>)

Recorded evaluation configuration: {"Architecture":"ResNet-50"}. This record does not assert independent reproduction.

### SAI0

Kendall Tau Correlation: 0.77. Result ID: 6993aeb93a6c31484917cbef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ff.md>)

Recorded evaluation configuration: {"Architecture":"ResNet-18"}. This record does not assert independent reproduction.

### SAI1

Kendall Tau Correlation: 0.74. Result ID: 6993aeb93a6c31484917cbee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ff.md>)

Recorded evaluation configuration: {"Architecture":"ResNet-50"}. This record does not assert independent reproduction.

### ENI0

Kendall Tau Correlation: 0.73. Result ID: 6993aeb93a6c31484917cbed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ff.md>)

Recorded evaluation configuration: {"Architecture":"ResNet-50"}. This record does not assert independent reproduction.

### SSI0

Kendall Tau Correlation: 0.63. Result ID: 6993aeb93a6c31484917cbec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ff.md>)

Recorded evaluation configuration: {"Architecture":"ViT-S + ConvStem"}. This record does not assert independent reproduction.

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