# SSL Backdoor Attack on CelebA-HQ

Source: [SSL Backdoor Attack on CelebA-HQ](<https://www.sota2.com/research/sota/ssl-backdoor-attack-on-celeba-hq>)

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

Data updated: 2026-03-04T12:54:27.654Z

Evaluation of SSL Backdoor Attack performance on the CelebA-HQ dataset, measured using metrics such as CA, BA, and ASR.

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 | SSL Backdoor Attack |
| Dataset (including any stated split) | CelebA-HQ |
| Metric | BA |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [BA](<https://www.sota2.com/research/sota/ssl-backdoor-attack-on-celeba-hq.md?metric=BA>): Higher is better; unit: PERCENT.

- [CA](<https://www.sota2.com/research/sota/ssl-backdoor-attack-on-celeba-hq.md?metric=CA>): Higher is better; unit: PERCENT.

- [ASR](<https://www.sota2.com/research/sota/ssl-backdoor-attack-on-celeba-hq.md?metric=ASR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | BA | Result date | Report paper |
| --- | --- | --- | --- |
| BadRSSD | 84.92 | Not recorded | 69a66c122d603e6de3e3cd58 |
| BadRSSD | 83.96 | Not recorded | 69a66c122d603e6de3e3cd58 |
| BadEncoder | 83.52 | Not recorded | 69a66c122d603e6de3e3cd58 |
| BadEncoder | 74.56 | Not recorded | 69a66c122d603e6de3e3cd58 |
| SSLBKD | 54.26 | Not recorded | 69a66c122d603e6de3e3cd58 |
| SSLBKD | 48.75 | Not recorded | 69a66c122d603e6de3e3cd58 |

### BadRSSD

BA: 84.92. Result ID: 69a82b6c6dbb7075b94e7632.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c122d603e6de3e3cd58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66c122d603e6de3e3cd58.md>)

Recorded evaluation configuration: {"Pre-training Dataset":"ImageNet"}. This record does not assert independent reproduction.

### BadRSSD

BA: 83.96. Result ID: 69a82b6c6dbb7075b94e762e.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c122d603e6de3e3cd58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66c122d603e6de3e3cd58.md>)

Recorded evaluation configuration: {"Pre-training Dataset":"CelebA-HQ"}. This record does not assert independent reproduction.

### BadEncoder

BA: 83.52. Result ID: 69a82b6c6dbb7075b94e762c.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c122d603e6de3e3cd58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a7c1e209131cea288c2.md>)

Recorded evaluation configuration: {"Pre-training Dataset":"CelebA-HQ"}. This record does not assert independent reproduction.

### BadEncoder

BA: 74.56. Result ID: 69a82b6c6dbb7075b94e7630.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c122d603e6de3e3cd58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a7c1e209131cea288c2.md>)

Recorded evaluation configuration: {"Pre-training Dataset":"ImageNet"}. This record does not assert independent reproduction.

### SSLBKD

BA: 54.26. Result ID: 69a82b6c6dbb7075b94e762d.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c122d603e6de3e3cd58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb61e209131cea3573f.md>)

[Implementation](<https://github.com/UMBCvision/SSL-Backdoor>)

Recorded evaluation configuration: {"Pre-training Dataset":"CelebA-HQ"}. This record does not assert independent reproduction.

### SSLBKD

BA: 48.75. Result ID: 69a82b6c6dbb7075b94e7631.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c122d603e6de3e3cd58.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb61e209131cea3573f.md>)

[Implementation](<https://github.com/UMBCvision/SSL-Backdoor>)

Recorded evaluation configuration: {"Pre-training Dataset":"ImageNet"}. This record does not assert independent reproduction.

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