# Generative-based Adversarial Attack Detection on ImageNet100

Source: [Generative-based Adversarial Attack Detection on ImageNet100](<https://www.sota2.com/research/sota/generative-based-adversarial-attack-detection-on-imagenet100>)

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

Data updated: 2026-02-26T05:38:12.446Z

Evaluation of generative model-based adversarial attack detection performance on the ImageNet100 dataset, using metrics such as CDA, TTP, and M3D.

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 | Generative-based adversarial attack detection |
| Dataset (including any stated split) | ImageNet100 |
| Metric | CDA |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [CDA](<https://www.sota2.com/research/sota/generative-based-adversarial-attack-detection-on-imagenet100.md?metric=CDA>): Higher is better; unit: SCALAR.

- [TTP](<https://www.sota2.com/research/sota/generative-based-adversarial-attack-detection-on-imagenet100.md?metric=TTP>): Higher is better; unit: SCALAR.

- [M3D](<https://www.sota2.com/research/sota/generative-based-adversarial-attack-detection-on-imagenet100.md?metric=M3D>): Higher is better; unit: SCALAR.

- [Attack Difference Score](<https://www.sota2.com/research/sota/generative-based-adversarial-attack-detection-on-imagenet100.md?metric=Attack%20Difference%20Score>): Higher is better; unit: SCALAR.

- [PGD Difference Score](<https://www.sota2.com/research/sota/generative-based-adversarial-attack-detection-on-imagenet100.md?metric=PGD%20Difference%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | CDA | Result date | Report paper |
| --- | --- | --- | --- |
| Perturbation Forgery | 0.9878 | Not recorded | 68fa77471e209131cea7236d |
| EPSAD | 0.9674 | Not recorded | 68fa77471e209131cea7236d |
| SPAD | 0.9385 | Not recorded | 68fa77471e209131cea7236d |
| DIRE | 0.8976 | Not recorded | 68fa77471e209131cea7236d |
| Universal-Detector | 0.7945 | Not recorded | 68fa77471e209131cea7236d |
| CNN-Detection | 0.7051 | Not recorded | 68fa77471e209131cea7236d |
| LGrad | 0.6144 | Not recorded | 68fa77471e209131cea7236d |

### Perturbation Forgery

CDA: 0.9878. Result ID: 69947df63a6c3148491d9732.

[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: Not recorded. This record does not assert independent reproduction.

### EPSAD

CDA: 0.9674. Result ID: 69947df63a6c3148491d9731.

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

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

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

### SPAD

CDA: 0.9385. Result ID: 69947df63a6c3148491d9730.

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

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

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

### DIRE

CDA: 0.8976. Result ID: 69947df63a6c3148491d972f.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec61e209131cea41f4c.md>)

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

### Universal-Detector

CDA: 0.7945. Result ID: 69947df63a6c3148491d972e.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b11e209131cea57ee9.md>)

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

### CNN-Detection

CDA: 0.7051. Result ID: 69947df63a6c3148491d972c.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa67581e209131cea15b26.md>)

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

### LGrad

CDA: 0.6144. Result ID: 69947df63a6c3148491d972d.

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

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

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