# Untargeted Identity Retrieval Attack on CelebA-HQ (test)

Source: [Untargeted Identity Retrieval Attack on CelebA-HQ (test)](<https://www.sota2.com/research/sota/untargeted-identity-retrieval-attack-on-celeba-hq-test>)

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

Data updated: 2026-04-02T10:13:38.408Z

Evaluation of an untargeted identity retrieval attack on the test split of the CelebA-HQ dataset, measured by retrieval success rates (R1-U, R5-U) using various underlying face recognition models (IRSE50, IR152, FaceNet, MobileFace).

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 | Untargeted identity retrieval attack |
| Dataset (including any stated split) | CelebA-HQ a photo of sks person (test) |
| Metric | IRSE50 Retrieval Rate (R1-U) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [IRSE50 Retrieval Rate (R1-U)](<https://www.sota2.com/research/sota/untargeted-identity-retrieval-attack-on-celeba-hq-test.md?metric=IRSE50%20Retrieval%20Rate%20(R1-U)>): Higher is better; unit: PERCENT.

- [IRSE50 Retrieval Rate (R5-U)](<https://www.sota2.com/research/sota/untargeted-identity-retrieval-attack-on-celeba-hq-test.md?metric=IRSE50%20Retrieval%20Rate%20(R5-U)>): Higher is better; unit: PERCENT.

- [IR152 Retrieval Rate (R1-U)](<https://www.sota2.com/research/sota/untargeted-identity-retrieval-attack-on-celeba-hq-test.md?metric=IR152%20Retrieval%20Rate%20(R1-U)>): Higher is better; unit: PERCENT.

- [IR152 Retrieval Rate (R5-U)](<https://www.sota2.com/research/sota/untargeted-identity-retrieval-attack-on-celeba-hq-test.md?metric=IR152%20Retrieval%20Rate%20(R5-U)>): Higher is better; unit: PERCENT.

- [FaceNet Retrieval Rate (R1-U)](<https://www.sota2.com/research/sota/untargeted-identity-retrieval-attack-on-celeba-hq-test.md?metric=FaceNet%20Retrieval%20Rate%20(R1-U)>): Higher is better; unit: PERCENT.

- [FaceNet Retrieval Rate (R5-U)](<https://www.sota2.com/research/sota/untargeted-identity-retrieval-attack-on-celeba-hq-test.md?metric=FaceNet%20Retrieval%20Rate%20(R5-U)>): Higher is better; unit: PERCENT.

- [MobileFace Retrieval Rate (R1-U)](<https://www.sota2.com/research/sota/untargeted-identity-retrieval-attack-on-celeba-hq-test.md?metric=MobileFace%20Retrieval%20Rate%20(R1-U)>): Higher is better; unit: PERCENT.

- [MobileFace Retrieval Rate (R5-U)](<https://www.sota2.com/research/sota/untargeted-identity-retrieval-attack-on-celeba-hq-test.md?metric=MobileFace%20Retrieval%20Rate%20(R5-U)>): Higher is better; unit: PERCENT.

- [Average Retrieval Rate (R1-U)](<https://www.sota2.com/research/sota/untargeted-identity-retrieval-attack-on-celeba-hq-test.md?metric=Average%20Retrieval%20Rate%20(R1-U)>): Higher is better; unit: PERCENT.

- [Average Retrieval Rate (R5-U)](<https://www.sota2.com/research/sota/untargeted-identity-retrieval-attack-on-celeba-hq-test.md?metric=Average%20Retrieval%20Rate%20(R5-U)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | IRSE50 Retrieval Rate (R1-U) | Result date | Report paper |
| --- | --- | --- | --- |
| No Defense | 100 | Not recorded | 69cdf8160636e5bf4afccaf0 |
| Anti-DB | 100 | Not recorded | 69cdf8160636e5bf4afccaf0 |
| Anti-Diff | 100 | Not recorded | 69cdf8160636e5bf4afccaf0 |
| SimAC | 94.12 | Not recorded | 69cdf8160636e5bf4afccaf0 |
| IDDM | 85.35 | Not recorded | 69cdf8160636e5bf4afccaf0 |

### No Defense

IRSE50 Retrieval Rate (R1-U): 100. Result ID: 69ce408c47f34ce924b7fdcc.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8160636e5bf4afccaf0.md>)

Recorded evaluation configuration: {"Prompt":"a photo of sks person"}. This record does not assert independent reproduction.

### Anti-DB

IRSE50 Retrieval Rate (R1-U): 100. Result ID: 69ce408c47f34ce924b7fdcd.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8160636e5bf4afccaf0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d81.md>)

[Implementation](<https://dreambooth.github.io/>)

Recorded evaluation configuration: {"Prompt":"a photo of sks person"}. This record does not assert independent reproduction.

### Anti-Diff

IRSE50 Retrieval Rate (R1-U): 100. Result ID: 69ce408c47f34ce924b7fdcf.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8160636e5bf4afccaf0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77591e209131cea729cc.md>)

Recorded evaluation configuration: {"Prompt":"a photo of sks person"}. This record does not assert independent reproduction.

### SimAC

IRSE50 Retrieval Rate (R1-U): 94.12. Result ID: 69ce408c47f34ce924b7fdce.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8160636e5bf4afccaf0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa736b1e209131cea5c651.md>)

[Implementation](<https://github.com/somuchtome/SimAC>)

Recorded evaluation configuration: {"Prompt":"a photo of sks person"}. This record does not assert independent reproduction.

### IDDM

IRSE50 Retrieval Rate (R1-U): 85.35. Result ID: 69ce408c47f34ce924b7fdd0.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf8160636e5bf4afccaf0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cdf8160636e5bf4afccaf0.md>)

Recorded evaluation configuration: {"Prompt":"a photo of sks person"}. This record does not assert independent reproduction.

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