# Backdoor Defense on Tiny-ImageNet Blended (test) Source: [Backdoor Defense on Tiny-ImageNet Blended (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:39:17.140Z Evaluation of backdoor defense mechanisms on the Tiny-ImageNet Blended test set, reporting Clean Accuracy (C-Acc) and Attack Success Rate (ASR). 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 Defense | | Dataset (including any stated split) | Tiny-ImageNet Blended (test) | | Metric | Clean Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [Clean Accuracy](): Higher is better; unit: PERCENT. - [Attack Success Rate](): Higher is better; unit: PERCENT. ## Recorded results | Method | Clean Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Clean | 73.88 | Not recorded | 68fa753e1e209131cea66bbb | | Attack | 73.68 | Not recorded | 68fa753e1e209131cea66bbb | | Clean | 73.48 | Not recorded | 68fa753e1e209131cea66bbb | | SAM | 71.3 | Not recorded | 68fa753e1e209131cea66bbb | | EP | 71.11 | Not recorded | 68fa753e1e209131cea66bbb | | EP | 70.93 | Not recorded | 68fa753e1e209131cea66bbb | | SAM | 70.8 | Not recorded | 68fa753e1e209131cea66bbb | | BTI | 68.74 | Not recorded | 68fa753e1e209131cea66bbb | | BTI | 68.41 | Not recorded | 68fa753e1e209131cea66bbb | | PAM | 67.89 | Not recorded | 68fa753e1e209131cea66bbb | | PAM | 66.86 | Not recorded | 68fa753e1e209131cea66bbb | | FST | 66.55 | Not recorded | 68fa753e1e209131cea66bbb | | FST | 65.58 | Not recorded | 68fa753e1e209131cea66bbb | ### Clean Clean Accuracy: 73.88. Result ID: 699384653a6c314849168684. [Reporting paper]() Recorded evaluation configuration: {"Mode":"O-Robustness","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction. ### Attack Clean Accuracy: 73.68. Result ID: 699384653a6c314849168683. [Reporting paper]() Recorded evaluation configuration: {"Mode":"O-Backdoor","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction. ### Clean Clean Accuracy: 73.48. Result ID: 699384653a6c314849168685. [Reporting paper]() Recorded evaluation configuration: {"Mode":"P-Robustness","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction. ### SAM Clean Accuracy: 71.3. Result ID: 699384653a6c314849168689. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"P-Robustness","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction. ### EP Clean Accuracy: 71.11. Result ID: 699384653a6c314849168686. [Reporting paper]() Recorded evaluation configuration: {"Mode":"O-Robustness","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction. ### EP Clean Accuracy: 70.93. Result ID: 699384653a6c314849168687. [Reporting paper]() Recorded evaluation configuration: {"Mode":"P-Robustness","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction. ### SAM Clean Accuracy: 70.8. Result ID: 699384653a6c314849168688. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"O-Robustness","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction. ### BTI Clean Accuracy: 68.74. Result ID: 699384653a6c31484916868c. [Reporting paper]() Recorded evaluation configuration: {"Mode":"O-Robustness","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction. ### BTI Clean Accuracy: 68.41. Result ID: 699384653a6c31484916868d. [Reporting paper]() Recorded evaluation configuration: {"Mode":"P-Robustness","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction. ### PAM Clean Accuracy: 67.89. Result ID: 699384653a6c31484916868e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"O-Robustness","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction. ### PAM Clean Accuracy: 66.86. Result ID: 699384653a6c31484916868f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"P-Robustness","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction. ### FST Clean Accuracy: 66.55. Result ID: 699384653a6c31484916868a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"O-Robustness","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction. ### FST Clean Accuracy: 65.58. Result ID: 699384653a6c31484916868b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"P-Robustness","Backbone":"ResNet-18","Poisoning Rate":"5%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.