# Adversarial Attack on ImageNet (Specific Attack Metrics)

Source: [Adversarial Attack on ImageNet (Specific Attack Metrics)](<https://www.sota2.com/research/sota/adversarial-attack-on-imagenet-specific-attack-metrics>)

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

Data updated: 2026-03-17T10:57:07.717Z

Evaluation of adversarial attack effectiveness on the ImageNet dataset, reporting specific metrics including Fast-AT, CFA, RA, RS, HGD, and NRP.

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 |
| Dataset (including any stated split) | ImageNet |
| Metric | Fast-AT |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [Fast-AT](<https://www.sota2.com/research/sota/adversarial-attack-on-imagenet-specific-attack-metrics.md?metric=Fast-AT>): Higher is better; unit: PERCENT.

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

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

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

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

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

## Recorded results

| Method | Fast-AT | Result date | Report paper |
| --- | --- | --- | --- |
| MFAA | 25.11 | Not recorded | 68fa75361e209131cea66753 |
| SMI-FRSM | 24.4 | Not recorded | 68fa75361e209131cea66753 |
| SIA | 23.68 | Not recorded | 68fa75361e209131cea66753 |
| RFA | 23.51 | Not recorded | 68fa75361e209131cea66753 |
| SMI-FRSM | 22.98 | Not recorded | 68fa75361e209131cea66753 |
| MFAA | 22.46 | Not recorded | 68fa75361e209131cea66753 |
| PGD | 22.4 | Not recorded | 68fa75361e209131cea66753 |
| SIA | 22.26 | Not recorded | 68fa75361e209131cea66753 |
| RFA | 21.7 | Not recorded | 68fa75361e209131cea66753 |
| PGD | 21.25 | Not recorded | 68fa75361e209131cea66753 |

### MFAA

Fast-AT: 25.11. Result ID: 69b9336f47f34ce924a2b760.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75361e209131cea66753.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75361e209131cea66753.md>)

Recorded evaluation configuration: {"SGM":"true"}. This record does not assert independent reproduction.

### SMI-FRSM

Fast-AT: 24.4. Result ID: 69b9336f47f34ce924a2b75c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75361e209131cea66753.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75361e209131cea66753.md>)

Recorded evaluation configuration: {"SGM":"true"}. This record does not assert independent reproduction.

### SIA

Fast-AT: 23.68. Result ID: 69b9336f47f34ce924a2b75e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75361e209131cea66753.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75361e209131cea66753.md>)

Recorded evaluation configuration: {"SGM":"true"}. This record does not assert independent reproduction.

### RFA

Fast-AT: 23.51. Result ID: 69b9336f47f34ce924a2b762.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75361e209131cea66753.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75361e209131cea66753.md>)

Recorded evaluation configuration: {"SGM":"true"}. This record does not assert independent reproduction.

### SMI-FRSM

Fast-AT: 22.98. Result ID: 69b9336f47f34ce924a2b75b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75361e209131cea66753.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75361e209131cea66753.md>)

Recorded evaluation configuration: {"SGM":"false"}. This record does not assert independent reproduction.

### MFAA

Fast-AT: 22.46. Result ID: 69b9336f47f34ce924a2b75f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75361e209131cea66753.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75361e209131cea66753.md>)

Recorded evaluation configuration: {"SGM":"false"}. This record does not assert independent reproduction.

### PGD

Fast-AT: 22.4. Result ID: 69b9336f47f34ce924a2b75a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75361e209131cea66753.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75361e209131cea66753.md>)

Recorded evaluation configuration: {"SGM":"true"}. This record does not assert independent reproduction.

### SIA

Fast-AT: 22.26. Result ID: 69b9336f47f34ce924a2b75d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75361e209131cea66753.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75361e209131cea66753.md>)

Recorded evaluation configuration: {"SGM":"false"}. This record does not assert independent reproduction.

### RFA

Fast-AT: 21.7. Result ID: 69b9336f47f34ce924a2b761.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75361e209131cea66753.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75361e209131cea66753.md>)

Recorded evaluation configuration: {"SGM":"false"}. This record does not assert independent reproduction.

### PGD

Fast-AT: 21.25. Result ID: 69b9336f47f34ce924a2b759.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75361e209131cea66753.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75361e209131cea66753.md>)

Recorded evaluation configuration: {"SGM":"false"}. This record does not assert independent reproduction.

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