# Untargeted Adversarial Attack on ImageNet

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

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

Data updated: 2026-02-26T05:24:07.555Z

Evaluation of untargeted adversarial attack effectiveness on the ImageNet dataset, reporting performance metrics against a ResNet-50 model under L2 and L-infinity perturbations, and feature denoising results.

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 | Untargeted Adversarial Attack |
| Dataset (including any stated split) | ImageNet |
| Metric | AT Accuracy (L2) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [AT Accuracy (L2)](<https://www.sota2.com/research/sota/untargeted-adversarial-attack-on-imagenet.md?metric=AT%20Accuracy%20(L2)>): Higher is better; unit: PERCENT.

- [AT Accuracy (L-inf)](<https://www.sota2.com/research/sota/untargeted-adversarial-attack-on-imagenet.md?metric=AT%20Accuracy%20(L-inf)>): Higher is better; unit: PERCENT.

- [Denoising Accuracy](<https://www.sota2.com/research/sota/untargeted-adversarial-attack-on-imagenet.md?metric=Denoising%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AT Accuracy (L2) | Result date | Report paper |
| --- | --- | --- | --- |
| MTDAI+RAP-LS | 73.7 | Not recorded | 68fa6d9e1e209131cea3adf7 |
| MTDSI+RAP-LS | 70.3 | Not recorded | 68fa6d9e1e209131cea3adf7 |
| MTDAI | 62.1 | Not recorded | 68fa6d9e1e209131cea3adf7 |
| MTDI+RAP-LS | 59.5 | Not recorded | 68fa6d9e1e209131cea3adf7 |
| MTDSI | 56.6 | Not recorded | 68fa6d9e1e209131cea3adf7 |
| MTDI | 42.5 | Not recorded | 68fa6d9e1e209131cea3adf7 |

### MTDAI+RAP-LS

AT Accuracy (L2): 73.7. Result ID: 698fae043a6c314849fb0bfc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3adf7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3adf7.md>)

[Implementation](<https://github.com/SCLBD/Transfer_attack_RAP>)

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

### MTDSI+RAP-LS

AT Accuracy (L2): 70.3. Result ID: 698fae043a6c314849fb0bfa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3adf7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3adf7.md>)

[Implementation](<https://github.com/SCLBD/Transfer_attack_RAP>)

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

### MTDAI

AT Accuracy (L2): 62.1. Result ID: 698fae043a6c314849fb0bfb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3adf7.md>)

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

### MTDI+RAP-LS

AT Accuracy (L2): 59.5. Result ID: 698fae043a6c314849fb0bf8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3adf7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3adf7.md>)

[Implementation](<https://github.com/SCLBD/Transfer_attack_RAP>)

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

### MTDSI

AT Accuracy (L2): 56.6. Result ID: 698fae043a6c314849fb0bf9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3adf7.md>)

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

### MTDI

AT Accuracy (L2): 42.5. Result ID: 698fae043a6c314849fb0bf7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9e1e209131cea3adf7.md>)

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

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