# Membership Inference Attack on OpenForensics Source: [Membership Inference Attack on OpenForensics]() Collection index: [llms.txt]() Data updated: 2026-07-07T07:48:21.494Z Evaluation of a model's susceptibility to Membership Inference Attacks on the OpenForensics dataset, reporting metrics like TPR @ 0.1% FPR and Balanced Accuracy. 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) | OpenForensics | | Metric | TPR @ 0.1% FPR | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 @ 0.1% FPR](): Higher is better; unit: PERCENT. - [Balanced Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | TPR @ 0.1% FPR | Result date | Report paper | | --- | --- | --- | --- | | LIME | 70 | Not recorded | 6a4c87fc85dba69fef8b25cc | | LIME | 69 | Not recorded | 6a4c87fc85dba69fef8b25cc | | SHAP | 35 | Not recorded | 6a4c87fc85dba69fef8b25cc | | SHAP | 30 | Not recorded | 6a4c87fc85dba69fef8b25cc | | SmoothGrad | 30 | Not recorded | 6a4c87fc85dba69fef8b25cc | | SmoothGrad | 20 | Not recorded | 6a4c87fc85dba69fef8b25cc | | LIME | 20 | Not recorded | 6a4c87fc85dba69fef8b25cc | | GradCAM++ | 15 | Not recorded | 6a4c87fc85dba69fef8b25cc | | SmoothGrad | 10 | Not recorded | 6a4c87fc85dba69fef8b25cc | | GradCAM | 10 | Not recorded | 6a4c87fc85dba69fef8b25cc | | GradCAM++ | 10 | Not recorded | 6a4c87fc85dba69fef8b25cc | | VarGrad | 10 | Not recorded | 6a4c87fc85dba69fef8b25cc | | GradCAM | 10 | Not recorded | 6a4c87fc85dba69fef8b25cc | | GradCAM++ | 10 | Not recorded | 6a4c87fc85dba69fef8b25cc | | IG | 10 | Not recorded | 6a4c87fc85dba69fef8b25cc | | SmoothGrad | 10 | Not recorded | 6a4c87fc85dba69fef8b25cc | | GradCAM | 10 | Not recorded | 6a4c87fc85dba69fef8b25cc | | GradCAM++ | 10 | Not recorded | 6a4c87fc85dba69fef8b25cc | | IG | 10 | Not recorded | 6a4c87fc85dba69fef8b25cc | | VarGrad | 0 | Not recorded | 6a4c87fc85dba69fef8b25cc | | IG | 0 | Not recorded | 6a4c87fc85dba69fef8b25cc | | SHAP | 0 | Not recorded | 6a4c87fc85dba69fef8b25cc | | VarGrad | 0 | Not recorded | 6a4c87fc85dba69fef8b25cc | | IG | 0 | Not recorded | 6a4c87fc85dba69fef8b25cc | | VarGrad | 0 | Not recorded | 6a4c87fc85dba69fef8b25cc | | GradCAM | 0 | Not recorded | 6a4c87fc85dba69fef8b25cc | | SHAP | 0 | Not recorded | 6a4c87fc85dba69fef8b25cc | | LIME | 0 | Not recorded | 6a4c87fc85dba69fef8b25cc | ### LIME TPR @ 0.1% FPR: 70. Result ID: 6a4caf2a60b88bb339c7d8d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"Memguard","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### LIME TPR @ 0.1% FPR: 69. Result ID: 6a4caf2a60b88bb339c7d8cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"None","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### SHAP TPR @ 0.1% FPR: 35. Result ID: 6a4caf2a60b88bb339c7d8d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"Memguard","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### SHAP TPR @ 0.1% FPR: 30. Result ID: 6a4caf2a60b88bb339c7d8ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"None","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### SmoothGrad TPR @ 0.1% FPR: 30. Result ID: 6a4caf2a60b88bb339c7d8da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"TIER","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### SmoothGrad TPR @ 0.1% FPR: 20. Result ID: 6a4caf2a60b88bb339c7d8cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"DP (ϵ = 100)","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### LIME TPR @ 0.1% FPR: 20. Result ID: 6a4caf2a60b88bb339c7d8d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"DP (ϵ = 100)","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### GradCAM++ TPR @ 0.1% FPR: 15. Result ID: 6a4caf2a60b88bb339c7d8d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"Memguard","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### SmoothGrad TPR @ 0.1% FPR: 10. Result ID: 6a4caf2a60b88bb339c7d8c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"None","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### GradCAM TPR @ 0.1% FPR: 10. Result ID: 6a4caf2a60b88bb339c7d8c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"None","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### GradCAM++ TPR @ 0.1% FPR: 10. Result ID: 6a4caf2a60b88bb339c7d8c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"None","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### VarGrad TPR @ 0.1% FPR: 10. Result ID: 6a4caf2a60b88bb339c7d8cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"DP (ϵ = 100)","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### GradCAM TPR @ 0.1% FPR: 10. Result ID: 6a4caf2a60b88bb339c7d8ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"DP (ϵ = 100)","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### GradCAM++ TPR @ 0.1% FPR: 10. Result ID: 6a4caf2a60b88bb339c7d8cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"DP (ϵ = 100)","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### IG TPR @ 0.1% FPR: 10. Result ID: 6a4caf2a60b88bb339c7d8d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"DP (ϵ = 100)","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### SmoothGrad TPR @ 0.1% FPR: 10. Result ID: 6a4caf2a60b88bb339c7d8d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"Memguard","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### GradCAM TPR @ 0.1% FPR: 10. Result ID: 6a4caf2a60b88bb339c7d8d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"Memguard","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### GradCAM++ TPR @ 0.1% FPR: 10. Result ID: 6a4caf2a60b88bb339c7d8dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"TIER","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### IG TPR @ 0.1% FPR: 10. Result ID: 6a4caf2a60b88bb339c7d8de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"TIER","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### VarGrad TPR @ 0.1% FPR: 0. Result ID: 6a4caf2a60b88bb339c7d8c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"None","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### IG TPR @ 0.1% FPR: 0. Result ID: 6a4caf2a60b88bb339c7d8c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"None","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### SHAP TPR @ 0.1% FPR: 0. Result ID: 6a4caf2a60b88bb339c7d8d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"DP (ϵ = 100)","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### VarGrad TPR @ 0.1% FPR: 0. Result ID: 6a4caf2a60b88bb339c7d8d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"Memguard","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### IG TPR @ 0.1% FPR: 0. Result ID: 6a4caf2a60b88bb339c7d8d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"Memguard","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### VarGrad TPR @ 0.1% FPR: 0. Result ID: 6a4caf2a60b88bb339c7d8db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"TIER","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### GradCAM TPR @ 0.1% FPR: 0. Result ID: 6a4caf2a60b88bb339c7d8dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"TIER","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### SHAP TPR @ 0.1% FPR: 0. Result ID: 6a4caf2a60b88bb339c7d8df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"TIER","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### LIME TPR @ 0.1% FPR: 0. Result ID: 6a4caf2a60b88bb339c7d8e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense":"TIER","Backbone":"MobileNetV2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.