# Backdoor Detection on Tiny-ImageNet (DER)

Source: [Backdoor Detection on Tiny-ImageNet (DER)](<https://www.sota2.com/research/sota/backdoor-detection-on-tiny-imagenet-der>)

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

Data updated: 2026-04-23T07:47:41.520Z

Evaluation of backdoor detection performance on the Tiny-ImageNet dataset, reporting the Detection Error Rate (DER).

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) | Tiny-ImageNet |
| Metric | Detection Error Rate (DER) |
| 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

- [Detection Error Rate (DER)](<https://www.sota2.com/research/sota/backdoor-detection-on-tiny-imagenet-der.md?metric=Detection%20Error%20Rate%20(DER)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Detection Error Rate (DER) | Result date | Report paper |
| --- | --- | --- | --- |
| ANP | 59.3 | Not recorded | 69e85b8e7d0172140ec80ee6 |
| Functional Attribution (CCCC) | 91.4 | Not recorded | 69e85b8e7d0172140ec80ee6 |
| Functional Attribution (UMAP K-NN) | 96.5 | Not recorded | 69e85b8e7d0172140ec80ee6 |

### ANP

Detection Error Rate (DER): 59.3. Result ID: 69e9ce9c47f34ce924d0b52c.

[Reporting paper](<https://www.sota2.com/research/paper/69e85b8e7d0172140ec80ee6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b181e209131cea2c1a4.md>)

[Implementation](<https://github.com/csdongxian/ANP_backdoor>)

Recorded evaluation configuration: {"Attack":"Avg. (6 attacks)","Poisoning Rate":"5%"}. This record does not assert independent reproduction.

### Functional Attribution (CCCC)

Detection Error Rate (DER): 91.4. Result ID: 69e9ce9c47f34ce924d0b52d.

[Reporting paper](<https://www.sota2.com/research/paper/69e85b8e7d0172140ec80ee6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e85b8e7d0172140ec80ee6.md>)

Recorded evaluation configuration: {"Attack":"Avg. (6 attacks)","Detection Setting":"Online","Coupling Measure":"CCCC","Poisoning Rate":"5%"}. This record does not assert independent reproduction.

### Functional Attribution (UMAP K-NN)

Detection Error Rate (DER): 96.5. Result ID: 69e9ce9c47f34ce924d0b52e.

[Reporting paper](<https://www.sota2.com/research/paper/69e85b8e7d0172140ec80ee6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e85b8e7d0172140ec80ee6.md>)

Recorded evaluation configuration: {"Attack":"Avg. (6 attacks)","Detection Setting":"Offline","Poisoning Rate":"5%"}. This record does not assert independent reproduction.

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