# Membership Inference Attack on ImageNet (TPR @ 0.01%, 0.10%, 1% FPR)

Source: [Membership Inference Attack on ImageNet (TPR @ 0.01%, 0.10%, 1% FPR)](<https://www.sota2.com/research/sota/membership-inference-attack-on-imagenet-tpr-at-0-01-percent-0-10-percent-1-percent-fpr>)

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

Data updated: 2026-04-01T09:03:37.668Z

Evaluation of a model's susceptibility to Membership Inference Attacks on the ImageNet dataset, focusing specifically on True Positive Rates across various False Positive Rate thresholds (0.01%, 0.10%, and 1%).

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) | ImageNet |
| Metric | TPR @ 0.01% FPR |
| 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

- [TPR @ 0.01% FPR](<https://www.sota2.com/research/sota/membership-inference-attack-on-imagenet-tpr-at-0-01-percent-0-10-percent-1-percent-fpr.md?metric=TPR%20%40%200.01%25%20FPR>): Higher is better; unit: PERCENT.

- [TPR @ 0.10% FPR](<https://www.sota2.com/research/sota/membership-inference-attack-on-imagenet-tpr-at-0-01-percent-0-10-percent-1-percent-fpr.md?metric=TPR%20%40%200.10%25%20FPR>): Higher is better; unit: PERCENT.

- [TPR @ 1% FPR](<https://www.sota2.com/research/sota/membership-inference-attack-on-imagenet-tpr-at-0-01-percent-0-10-percent-1-percent-fpr.md?metric=TPR%20%40%201%25%20FPR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | TPR @ 0.01% FPR | Result date | Report paper |
| --- | --- | --- | --- |
| ReproMIA | 0.6 | Not recorded | 69cca6710636e5bf4afcba73 |
| LDC-MIA | 0.54 | Not recorded | 69cca6710636e5bf4afcba73 |
| Watson | 0.04 | Not recorded | 69cca6710636e5bf4afcba73 |
| Salem | 0.01 | Not recorded | 69cca6710636e5bf4afcba73 |
| Yeom | 0.01 | Not recorded | 69cca6710636e5bf4afcba73 |

### ReproMIA

TPR @ 0.01% FPR: 0.6. Result ID: 69ccdf5547f34ce924b6bcd8.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6710636e5bf4afcba73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cca6710636e5bf4afcba73.md>)

Recorded evaluation configuration: {"Backbone":"WRN28-10"}. This record does not assert independent reproduction.

### LDC-MIA

TPR @ 0.01% FPR: 0.54. Result ID: 69ccdf5547f34ce924b6bcd7.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6710636e5bf4afcba73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74031e209131cea5f38b.md>)

Recorded evaluation configuration: {"Backbone":"WRN28-10"}. This record does not assert independent reproduction.

### Watson

TPR @ 0.01% FPR: 0.04. Result ID: 69ccdf5547f34ce924b6bcd6.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6710636e5bf4afcba73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c411e209131cea33087.md>)

Recorded evaluation configuration: {"Backbone":"WRN28-10"}. This record does not assert independent reproduction.

### Salem

TPR @ 0.01% FPR: 0.01. Result ID: 69ccdf5547f34ce924b6bcd4.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6710636e5bf4afcba73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa652e1e209131cea08a5e.md>)

Recorded evaluation configuration: {"Backbone":"WRN28-10"}. This record does not assert independent reproduction.

### Yeom

TPR @ 0.01% FPR: 0.01. Result ID: 69ccdf5547f34ce924b6bcd5.

[Reporting paper](<https://www.sota2.com/research/paper/69cca6710636e5bf4afcba73.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64511e209131cea04091.md>)

Recorded evaluation configuration: {"Backbone":"WRN28-10"}. This record does not assert independent reproduction.

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