# Membership Inference Attack on ImageNet (AUC, ASR, TPR@1%FPR) Source: [Membership Inference Attack on ImageNet (AUC, ASR, TPR@1%FPR)]() Collection index: [llms.txt]() Data updated: 2026-04-27T06:26:24.155Z Evaluation of a model's susceptibility to Membership Inference Attacks on the ImageNet dataset, specifically reporting metrics including AUC, Attack Success Rate (ASR), 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) | ImageNet | | Metric | AUC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [AUC](): Higher is better; unit: SCALAR. - [ASR](): Higher is better; unit: PERCENT. - [TPR@1%FPR](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | SimA | 72.55 | Not recorded | 692689c1d6b0dd334293061d | | SimA-MC | 71.13 | Not recorded | 68fa7baf1e209131cea89db2 | | SecMI | 71.02 | Not recorded | 692689c1d6b0dd334293061d | | PIA | 70.74 | Not recorded | 692689c1d6b0dd334293061d | | Loss | 69.99 | Not recorded | 692689c1d6b0dd334293061d | | SimA | 69.62 | Not recorded | 692689c1d6b0dd334293061d | | SimA | 69.62 | Not recorded | 68fa7baf1e209131cea89db2 | | SimA | 69.3 | Not recorded | 692689c1d6b0dd334293061d | | SecMI | 68.21 | Not recorded | 692689c1d6b0dd334293061d | | SecMIstat | 68.21 | Not recorded | 68fa7baf1e209131cea89db2 | | Loss | 67.49 | Not recorded | 692689c1d6b0dd334293061d | | Loss | 67.49 | Not recorded | 68fa7baf1e209131cea89db2 | | PFAMImat | 67.44 | Not recorded | 68fa7baf1e209131cea89db2 | | PIA | 66.09 | Not recorded | 692689c1d6b0dd334293061d | | PIA | 66.09 | Not recorded | 68fa7baf1e209131cea89db2 | ### SimA AUC: 72.55. Result ID: 69c3d7f147f34ce924ad17f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Filtering setting":"filtered (proposed ranking)"}. This record does not assert independent reproduction. ### SimA-MC AUC: 71.13. Result ID: 69ef017b47f34ce924d4757e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Query":"10","#mc":"10"}. This record does not assert independent reproduction. ### SecMI AUC: 71.02. Result ID: 69c3d7f147f34ce924ad17fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Filtering setting":"filtered (proposed ranking)"}. This record does not assert independent reproduction. ### PIA AUC: 70.74. Result ID: 69c3d7f147f34ce924ad17fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Filtering setting":"filtered (proposed ranking)"}. This record does not assert independent reproduction. ### Loss AUC: 69.99. Result ID: 69c3d7f147f34ce924ad17f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Filtering setting":"filtered (proposed ranking)"}. This record does not assert independent reproduction. ### SimA AUC: 69.62. Result ID: 69c3d7f147f34ce924ad17f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Filtering setting":"none"}. This record does not assert independent reproduction. ### SimA AUC: 69.62. Result ID: 69ef017b47f34ce924d4757d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Query":"1"}. This record does not assert independent reproduction. ### SimA AUC: 69.3. Result ID: 69c3d7f147f34ce924ad17f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Filtering setting":"random drop (40%)"}. This record does not assert independent reproduction. ### SecMI AUC: 68.21. Result ID: 69c3d7f147f34ce924ad17f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Filtering setting":"none"}. This record does not assert independent reproduction. ### SecMIstat AUC: 68.21. Result ID: 69ef017b47f34ce924d4757b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Query":"12"}. This record does not assert independent reproduction. ### Loss AUC: 67.49. Result ID: 69c3d7f147f34ce924ad17f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Filtering setting":"none"}. This record does not assert independent reproduction. ### Loss AUC: 67.49. Result ID: 69ef017b47f34ce924d4757c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Query":"1"}. This record does not assert independent reproduction. ### PFAMImat AUC: 67.44. Result ID: 69ef017b47f34ce924d4757a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Query":"20"}. This record does not assert independent reproduction. ### PIA AUC: 66.09. Result ID: 69c3d7f147f34ce924ad17fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Filtering setting":"none"}. This record does not assert independent reproduction. ### PIA AUC: 66.09. Result ID: 69ef017b47f34ce924d47579. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Query":"2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.