# Backdoor Detection on ImageNet-1K 1.0 (test)

Source: [Backdoor Detection on ImageNet-1K 1.0 (test)](<https://www.sota2.com/research/sota/backdoor-detection-on-imagenet-1k-1-0-test>)

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

Data updated: 2026-03-04T10:23:44.743Z

Evaluation of backdoor detection performance on the test split of the ImageNet-1K 1.0 dataset, reporting metrics such as violations and p-values.

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 Detection |
| Dataset (including any stated split) | ImageNet-1K 1.0 (test) |
| Metric | Violations |
| Unit | SCALAR |
| Direction | Lower 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

- [Violations](<https://www.sota2.com/research/sota/backdoor-detection-on-imagenet-1k-1-0-test.md?metric=Violations>): Lower is better; unit: SCALAR.

- [P-Value](<https://www.sota2.com/research/sota/backdoor-detection-on-imagenet-1k-1-0-test.md?metric=P-Value>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Violations | Result date | Report paper |
| --- | --- | --- | --- |
| BARBIE | 2 | Not recorded | 69a66bcf2d603e6de3e3cc23 |
| BARBIE | 3 | Not recorded | 69a66bcf2d603e6de3e3cc23 |
| BARBIE | 4 | Not recorded | 69a66bcf2d603e6de3e3cc23 |

### BARBIE

Violations: 2. Result ID: 69a808236dbb7075b94d7b66.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bcf2d603e6de3e3cc23.md>)

Recorded evaluation configuration: {"Poison Rate (%)":"0.16%"}. This record does not assert independent reproduction.

### BARBIE

Violations: 3. Result ID: 69a808236dbb7075b94d7b67.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bcf2d603e6de3e3cc23.md>)

Recorded evaluation configuration: {"Poison Rate (%)":"0.39%"}. This record does not assert independent reproduction.

### BARBIE

Violations: 4. Result ID: 69a808236dbb7075b94d7b68.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bcf2d603e6de3e3cc23.md>)

Recorded evaluation configuration: {"Poison Rate (%)":"0.62%"}. This record does not assert independent reproduction.

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