# Targeted Adversarial Attack on ImageNet 1k (test)

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

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

Data updated: 2026-02-26T05:52:55.369Z

Evaluation of targeted adversarial attack effectiveness on the test split of ImageNet-1K, reporting performance metrics against specified reference models (e.g., IncRes-v2, ViT-B/16).

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 | Targeted Adversarial Attack |
| Dataset (including any stated split) | ImageNet 1k (test) |
| Metric | Model Performance (IncRes-v2) |
| 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

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

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

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

## Recorded results

| Method | Model Performance (IncRes-v2) | Result date | Report paper |
| --- | --- | --- | --- |
| MTDAI+RAP-LS | 90.4 | Not recorded | 68fa6d9e1e209131cea3adf7 |
| MTDSI+RAP-LS | 89.8 | Not recorded | 68fa6d9e1e209131cea3adf7 |
| MTDAI | 88.8 | Not recorded | 68fa6d9e1e209131cea3adf7 |
| MTDI+RAP-LS | 84.4 | Not recorded | 68fa6d9e1e209131cea3adf7 |
| MTDSI | 81.7 | Not recorded | 68fa6d9e1e209131cea3adf7 |
| MTDI | 65.7 | Not recorded | 68fa6d9e1e209131cea3adf7 |

### MTDAI+RAP-LS

Model Performance (IncRes-v2): 90.4. Result ID: 698fae043a6c314849fb0c08.

[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

Model Performance (IncRes-v2): 89.8. Result ID: 698fae043a6c314849fb0c06.

[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

Model Performance (IncRes-v2): 88.8. Result ID: 698fae043a6c314849fb0c07.

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

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

### MTDI+RAP-LS

Model Performance (IncRes-v2): 84.4. Result ID: 698fae043a6c314849fb0c04.

[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

Model Performance (IncRes-v2): 81.7. Result ID: 698fae043a6c314849fb0c05.

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

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

### MTDI

Model Performance (IncRes-v2): 65.7. Result ID: 698fae043a6c314849fb0c03.

[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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