# Adversarial Detection on ImageNet MIFGSM attack (test)

Source: [Adversarial Detection on ImageNet MIFGSM attack (test)](<https://www.sota2.com/research/sota/adversarial-detection-on-imagenet-mifgsm-attack-test>)

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

Data updated: 2026-02-26T05:26:00.903Z

Evaluation of adversarial detection performance, measured by AUROC and time overhead, specifically on samples generated using the MIFGSM attack against the ImageNet test set.

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 Detection |
| Dataset (including any stated split) | ImageNet MIFGSM attack (test) |
| Metric | AUROC |
| Unit | PERCENT |
| 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

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

- [Time Overhead (s)](<https://www.sota2.com/research/sota/adversarial-detection-on-imagenet-mifgsm-attack-test.md?metric=Time%20Overhead%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| Perturbation Forgery | 99.31 | Not recorded | 68fa77471e209131cea7236d |
| EPSAD | 99.18 | Not recorded | 68fa77471e209131cea7236d |
| SPAD | 98.2 | Not recorded | 68fa77471e209131cea7236d |
| LID | 91.46 | Not recorded | 68fa77471e209131cea7236d |
| LiBRe | 87.25 | Not recorded | 68fa77471e209131cea7236d |

### Perturbation Forgery

AUROC: 99.31. Result ID: 69947df63a6c3148491d9708.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77471e209131cea7236d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77471e209131cea7236d.md>)

[Implementation](<https://github.com/cc13qq/PFD>)

Recorded evaluation configuration: {"Detect Attacks":"Gradient + GAN + Diffusion","Model-Agnostic":true}. This record does not assert independent reproduction.

### EPSAD

AUROC: 99.18. Result ID: 69947df63a6c3148491d9707.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77471e209131cea7236d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f7d1e209131cea45ef7.md>)

Recorded evaluation configuration: {"Detect Attacks":"Gradient","Model-Agnostic":true}. This record does not assert independent reproduction.

### SPAD

AUROC: 98.2. Result ID: 69947df63a6c3148491d9706.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77471e209131cea7236d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f311e209131cea4457f.md>)

Recorded evaluation configuration: {"Detect Attacks":"Gradient + GAN","Model-Agnostic":true}. This record does not assert independent reproduction.

### LID

AUROC: 91.46. Result ID: 69947df63a6c3148491d9704.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77471e209131cea7236d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64231e209131cea02c02.md>)

Recorded evaluation configuration: {"Detect Attacks":"Gradient","Model-Agnostic":false}. This record does not assert independent reproduction.

### LiBRe

AUROC: 87.25. Result ID: 69947df63a6c3148491d9705.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77471e209131cea7236d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0a1e209131cea25a8e.md>)

Recorded evaluation configuration: {"Detect Attacks":"Gradient","Model-Agnostic":false}. This record does not assert independent reproduction.

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