# Backdoor Defense on ImageNet Subset (test)

Source: [Backdoor Defense on ImageNet Subset (test)](<https://www.sota2.com/research/sota/backdoor-defense-on-imagenet-subset-test>)

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

Data updated: 2026-02-26T05:23:48.074Z

Evaluation of backdoor defense mechanisms on a specific subset of the ImageNet test set, reporting Attack Success Rate (ASR) and Clean Accuracy (CA).

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 Defense |
| Dataset (including any stated split) | ImageNet Subset (test) |
| Metric | ASR |
| Unit | PERCENT |
| Direction | Lower 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-defense-on-imagenet-subset-test.md?metric=ASR>): Lower is better; unit: PERCENT.

- [CA](<https://www.sota2.com/research/sota/backdoor-defense-on-imagenet-subset-test.md?metric=CA>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ASR | Result date | Report paper |
| --- | --- | --- | --- |
| CBD | 0.45 | Not recorded | 68fa6ec91e209131cea421ce |
| CBD | 0.66 | Not recorded | 68fa6ec91e209131cea421ce |
| No Defense | 100 | Not recorded | 68fa6ec91e209131cea421ce |

### CBD

ASR: 0.45. Result ID: 69905a503a6c314849ffecdf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea421ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea421ce.md>)

[Implementation](<https://github.com/zaixizhang/CBD>)

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

### CBD

ASR: 0.66. Result ID: 69905a503a6c314849ffecde.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea421ce.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea421ce.md>)

[Implementation](<https://github.com/zaixizhang/CBD>)

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

### No Defense

ASR: 100. Result ID: 69905a503a6c314849ffecdd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec91e209131cea421ce.md>)

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

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