# Backdoor Feature Unlearning on ImageNet (D\_t)

Source: [Backdoor Feature Unlearning on ImageNet (D\_t)](<https://www.sota2.com/research/sota/backdoor-feature-unlearning-on-imagenet-d_t>)

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

Data updated: 2026-02-26T05:30:16.119Z

Evaluation of Backdoor Feature Unlearning performance on the ImageNet (D\_t) dataset split/subset, typically measured using 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 (D\_t) |
| 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-d_t.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Fine-tune | 67.52 | Not recorded | 68fa76931e209131cea6dd47 |
| Retrain | 67.18 | Not recorded | 68fa76931e209131cea6dd47 |
| Ferrari | 65.36 | Not recorded | 68fa76931e209131cea6dd47 |
| Baseline | 52.86 | Not recorded | 68fa76931e209131cea6dd47 |
| FedCDP | 31.17 | Not recorded | 68fa76931e209131cea6dd47 |
| FedRecovery | 12.75 | Not recorded | 68fa76931e209131cea6dd47 |

### Fine-tune

Accuracy: 67.52. Result ID: 699441bc3a6c3148491c1cc4.

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

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

### Retrain

Accuracy: 67.18. Result ID: 699441bc3a6c3148491c1cc3.

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

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

### Ferrari

Accuracy: 65.36. Result ID: 699441bc3a6c3148491c1cc7.

[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.

### Baseline

Accuracy: 52.86. Result ID: 699441bc3a6c3148491c1cc2.

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

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

### FedCDP

Accuracy: 31.17. Result ID: 699441bc3a6c3148491c1cc5.

[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: 12.75. Result ID: 699441bc3a6c3148491c1cc6.

[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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