# Untargeted Adversarial Attack on ImageNet-1K (test)

Source: [Untargeted Adversarial Attack on ImageNet-1K (test)](<https://www.sota2.com/research/sota/untargeted-adversarial-attack-on-imagenet-1k-test>)

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

Data updated: 2026-02-26T05:24:02.477Z

Evaluation of untargeted adversarial attack effectiveness on the test split of ImageNet-1K, reporting Attack Success Rate (ASR) and perturbation metrics (L2, LF, C2).

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-1K (test) |
| Metric | ASR (IncRes-v2) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [ASR (IncRes-v2)](<https://www.sota2.com/research/sota/untargeted-adversarial-attack-on-imagenet-1k-test.md?metric=ASR%20(IncRes-v2)>): Higher is better; unit: PERCENT.

- [ASR](<https://www.sota2.com/research/sota/untargeted-adversarial-attack-on-imagenet-1k-test.md?metric=ASR>): Higher is better; unit: PERCENT.

- [Perturbation L2 Norm](<https://www.sota2.com/research/sota/untargeted-adversarial-attack-on-imagenet-1k-test.md?metric=Perturbation%20L2%20Norm>): Lower is better; unit: SCALAR.

- [Perturbation LF Norm](<https://www.sota2.com/research/sota/untargeted-adversarial-attack-on-imagenet-1k-test.md?metric=Perturbation%20LF%20Norm>): Lower is better; unit: SCALAR.

- [Perturbation C2 Metric](<https://www.sota2.com/research/sota/untargeted-adversarial-attack-on-imagenet-1k-test.md?metric=Perturbation%20C2%20Metric>): Lower is better; unit: SCALAR.

- [ASR (NASNet-L)](<https://www.sota2.com/research/sota/untargeted-adversarial-attack-on-imagenet-1k-test.md?metric=ASR%20(NASNet-L)>): Higher is better; unit: PERCENT.

- [ASR (ViT-B/16)](<https://www.sota2.com/research/sota/untargeted-adversarial-attack-on-imagenet-1k-test.md?metric=ASR%20(ViT-B%2F16)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ASR (IncRes-v2) | Result date | Report paper |
| --- | --- | --- | --- |
| MTDI+RAP-LS | 100 | Not recorded | 68fa6d9e1e209131cea3adf7 |
| MTDSI+RAP-LS | 100 | Not recorded | 68fa6d9e1e209131cea3adf7 |
| MTDAI | 100 | Not recorded | 68fa6d9e1e209131cea3adf7 |
| MTDAI+RAP-LS | 100 | Not recorded | 68fa6d9e1e209131cea3adf7 |
| MTDSI | 99.8 | Not recorded | 68fa6d9e1e209131cea3adf7 |
| MTDI | 98.6 | Not recorded | 68fa6d9e1e209131cea3adf7 |

### MTDI+RAP-LS

ASR (IncRes-v2): 100. Result ID: 698fae043a6c314849fb0bfe.

[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: {"Attack Type":"Ensemble"}. This record does not assert independent reproduction.

### MTDSI+RAP-LS

ASR (IncRes-v2): 100. Result ID: 698fae043a6c314849fb0c00.

[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: {"Attack Type":"Ensemble"}. This record does not assert independent reproduction.

### MTDAI

ASR (IncRes-v2): 100. Result ID: 698fae043a6c314849fb0c01.

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

Recorded evaluation configuration: {"Attack Type":"Ensemble"}. This record does not assert independent reproduction.

### MTDAI+RAP-LS

ASR (IncRes-v2): 100. Result ID: 698fae043a6c314849fb0c02.

[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: {"Attack Type":"Ensemble"}. This record does not assert independent reproduction.

### MTDSI

ASR (IncRes-v2): 99.8. Result ID: 698fae043a6c314849fb0bff.

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

Recorded evaluation configuration: {"Attack Type":"Ensemble"}. This record does not assert independent reproduction.

### MTDI

ASR (IncRes-v2): 98.6. Result ID: 698fae043a6c314849fb0bfd.

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

Recorded evaluation configuration: {"Attack Type":"Ensemble"}. This record does not assert independent reproduction.

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