# Backdoor Attack Evaluation on ImageNet 100-B

Source: [Backdoor Attack Evaluation on ImageNet 100-B](<https://www.sota2.com/research/sota/backdoor-attack-evaluation-on-imagenet-100-b>)

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

Data updated: 2026-02-26T05:23:48.558Z

Evaluation of backdoor attack performance on the ImageNet 100-B dataset, reporting metrics such as Attack Success Rate (ASR) and True Positive Rate (TPR).

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 | Backdoor Attack Evaluation |
| Dataset (including any stated split) | ImageNet 100-B |
| Metric | ASR |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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](<https://www.sota2.com/research/sota/backdoor-attack-evaluation-on-imagenet-100-b.md?metric=ASR>): Higher is better; unit: PERCENT.

- [TPR](<https://www.sota2.com/research/sota/backdoor-attack-evaluation-on-imagenet-100-b.md?metric=TPR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ASR | Result date | Report paper |
| --- | --- | --- | --- |
| CorruptEncoder | 0.899 | Not recorded | 68fa72581e209131cea55ce1 |
| CorruptEncoder | 0.717 | Not recorded | 68fa72581e209131cea55ce1 |
| SSL-Backdoor | 0.143 | Not recorded | 68fa72581e209131cea55ce1 |

### CorruptEncoder

ASR: 0.899. Result ID: 699232763a6c3148490d3e1d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72581e209131cea55ce1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72581e209131cea55ce1.md>)

[Implementation](<https://anonymous.4open.science/r/CorruptEncoder-50DF>)

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

### CorruptEncoder

ASR: 0.717. Result ID: 699232763a6c3148490d3e1e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72581e209131cea55ce1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72581e209131cea55ce1.md>)

[Implementation](<https://anonymous.4open.science/r/CorruptEncoder-50DF>)

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

### SSL-Backdoor

ASR: 0.143. Result ID: 699232763a6c3148490d3e1c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72581e209131cea55ce1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb61e209131cea3573f.md>)

[Implementation](<https://github.com/UMBCvision/SSL-Backdoor>)

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

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