# Membership Inference Attack on Flickr (ASR, AUC, TPR@1%FPR)

Source: [Membership Inference Attack on Flickr (ASR, AUC, TPR@1%FPR)](<https://www.sota2.com/research/sota/membership-inference-attack-on-flickr-asr-auc-tpr-at-1-percent-fpr>)

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

Data updated: 2026-05-29T09:33:24.943Z

Evaluation of Membership Inference Attack performance on the Flickr dataset, reporting Attack Success Rate (ASR), AUC, and True Positive Rate at 1% False Positive Rate (TPR@1%FPR).

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 | Membership Inference Attack |
| Dataset (including any stated split) | Flickr |
| Metric | ASR |
| 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

- [ASR](<https://www.sota2.com/research/sota/membership-inference-attack-on-flickr-asr-auc-tpr-at-1-percent-fpr.md?metric=ASR>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/membership-inference-attack-on-flickr-asr-auc-tpr-at-1-percent-fpr.md?metric=AUC>): Higher is better; unit: PERCENT.

- [TPR@1%FPR](<https://www.sota2.com/research/sota/membership-inference-attack-on-flickr-asr-auc-tpr-at-1-percent-fpr.md?metric=TPR%401%25FPR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ASR | Result date | Report paper |
| --- | --- | --- | --- |
| Naive+F | 90.9 | Not recorded | 68fa7ba21e209131cea897f8 |
| SecMI+F | 80.1 | Not recorded | 68fa7ba21e209131cea897f8 |
| Naive | 79.29 | Not recorded | 68fa7ba21e209131cea897f8 |
| SecMI | 71.49 | Not recorded | 68fa7ba21e209131cea897f8 |
| PIA+F | 69.3 | Not recorded | 68fa7ba21e209131cea897f8 |
| PIA | 64.6 | Not recorded | 68fa7ba21e209131cea897f8 |

### Naive+F

ASR: 90.9. Result ID: 6a195d48fbc373592c141055.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba21e209131cea897f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba21e209131cea897f8.md>)

Recorded evaluation configuration: {"High-Frequency Filter":"Enabled"}. This record does not assert independent reproduction.

### SecMI+F

ASR: 80.1. Result ID: 6a195d48fbc373592c141057.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba21e209131cea897f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba21e209131cea897f8.md>)

Recorded evaluation configuration: {"High-Frequency Filter":"Enabled"}. This record does not assert independent reproduction.

### Naive

ASR: 79.29. Result ID: 6a195d48fbc373592c141054.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba21e209131cea897f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecc1e209131cea42378.md>)

Recorded evaluation configuration: {"High-Frequency Filter":"Disabled"}. This record does not assert independent reproduction.

### SecMI

ASR: 71.49. Result ID: 6a195d48fbc373592c141056.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba21e209131cea897f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f911e209131cea46515.md>)

Recorded evaluation configuration: {"High-Frequency Filter":"Disabled"}. This record does not assert independent reproduction.

### PIA+F

ASR: 69.3. Result ID: 6a195d48fbc373592c141059.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba21e209131cea897f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba21e209131cea897f8.md>)

Recorded evaluation configuration: {"High-Frequency Filter":"Enabled"}. This record does not assert independent reproduction.

### PIA

ASR: 64.6. Result ID: 6a195d48fbc373592c141058.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba21e209131cea897f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70c91e209131cea4d157.md>)

Recorded evaluation configuration: {"High-Frequency Filter":"Disabled"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.