# Backdoor Feature Unlearning on ImageNet Du (unlearn)

Source: [Backdoor Feature Unlearning on ImageNet Du (unlearn)](<https://www.sota2.com/research/sota/backdoor-feature-unlearning-on-imagenet-du-unlearn>)

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

Data updated: 2026-02-26T05:30:15.914Z

Evaluation of Backdoor Feature Unlearning effectiveness on the ImageNet Du (unlearn) dataset, reporting standard classification Accuracy.

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 Feature Unlearning |
| Dataset (including any stated split) | ImageNet Du (unlearn) |
| Metric | Accuracy |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/backdoor-feature-unlearning-on-imagenet-du-unlearn.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Baseline | 83.16 | Not recorded | 68fa76931e209131cea6dd47 |
| Fine-tune | 71.48 | Not recorded | 68fa76931e209131cea6dd47 |
| FedCDP | 62.39 | Not recorded | 68fa76931e209131cea6dd47 |
| FedRecovery | 54.92 | Not recorded | 68fa76931e209131cea6dd47 |
| Ferrari | 0.09 | Not recorded | 68fa76931e209131cea6dd47 |
| Retrain | 0 | Not recorded | 68fa76931e209131cea6dd47 |

### Baseline

Accuracy: 83.16. Result ID: 699441bc3a6c3148491c1c6e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76931e209131cea6dd47.md>)

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

### Fine-tune

Accuracy: 71.48. Result ID: 699441bc3a6c3148491c1c70.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76931e209131cea6dd47.md>)

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

### FedCDP

Accuracy: 62.39. Result ID: 699441bc3a6c3148491c1c71.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76931e209131cea6dd47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bbb1e209131cea2ff20.md>)

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

### FedRecovery

Accuracy: 54.92. Result ID: 699441bc3a6c3148491c1c72.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76931e209131cea6dd47.md>)

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

### Ferrari

Accuracy: 0.09. Result ID: 699441bc3a6c3148491c1c73.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76931e209131cea6dd47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76931e209131cea6dd47.md>)

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

### Retrain

Accuracy: 0. Result ID: 699441bc3a6c3148491c1c6f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76931e209131cea6dd47.md>)

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

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