# Backdoor Detection on TinyImagenet 280/44 Source: [Backdoor Detection on TinyImagenet 280/44]() Collection index: [llms.txt]() Data updated: 2026-05-20T07:25:13.756Z Evaluation of backdoor detection performance on the specific TinyImagenet configuration (280/44), reporting True Positive Rate (TPR), False Positive Rate (FPR), and inference Time. 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 | Backdoor Detection | | Dataset (including any stated split) | TinyImagenet 280/44 | | Metric | True Positive Rate (TPR) | | 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 - [True Positive Rate (TPR)](): Higher is better; unit: PERCENT. - [False Positive Rate (FPR)](): Lower is better; unit: PERCENT. - [Inference Time (s)](): Lower is better; unit: TIME. ## Recorded results | Method | True Positive Rate (TPR) | Result date | Report paper | | --- | --- | --- | --- | | HTell | 99.29 | Not recorded | 6a0d4017f984739ed6737814 | | BARBIE | 92.14 | Not recorded | 6a0d4017f984739ed6737814 | | FeatureRE | 69.29 | Not recorded | 6a0d4017f984739ed6737814 | | NC | 61.07 | Not recorded | 6a0d4017f984739ed6737814 | | DQ | 42.5 | Not recorded | 6a0d4017f984739ed6737814 | | MM-BD | 20 | Not recorded | 6a0d4017f984739ed6737814 | | FreeEagle | 15.7 | Not recorded | 6a0d4017f984739ed6737814 | | DF-TND | 0.7 | Not recorded | 6a0d4017f984739ed6737814 | ### HTell True Positive Rate (TPR): 99.29. Result ID: 6a0d61bdfbc373592c050950. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BARBIE True Positive Rate (TPR): 92.14. Result ID: 6a0d61bdfbc373592c05094f. [Reporting paper]() Recorded evaluation configuration: {"accuracy\_limitation":"only identifies whether the model is backdoored"}. This record does not assert independent reproduction. ### FeatureRE True Positive Rate (TPR): 69.29. Result ID: 6a0d61bdfbc373592c05094a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NC True Positive Rate (TPR): 61.07. Result ID: 6a0d61bdfbc373592c050949. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DQ True Positive Rate (TPR): 42.5. Result ID: 6a0d61bdfbc373592c05094c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MM-BD True Positive Rate (TPR): 20. Result ID: 6a0d61bdfbc373592c05094e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FreeEagle True Positive Rate (TPR): 15.7. Result ID: 6a0d61bdfbc373592c05094d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DF-TND True Positive Rate (TPR): 0.7. Result ID: 6a0d61bdfbc373592c05094b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.