# Backdoor Attack on CIFAR-10 (ASR, MSE, SSIM) Source: [Backdoor Attack on CIFAR-10 (ASR, MSE, SSIM)]() Collection index: [llms.txt]() Data updated: 2026-06-23T12:33:01.105Z Evaluation of backdoor attack effectiveness on the CIFAR-10 dataset, focusing on Attack Success Rate (ASR) and image quality metrics (MSE, SSIM). 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 Attack | | Dataset (including any stated split) | CIFAR-10 | | Metric | ASR | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [ASR](): Higher is better; unit: PERCENT. - [MSE](): Lower is better; unit: SCALAR. - [SSIM](): Higher is better; unit: PERCENT. ## Recorded results | Method | ASR | Result date | Report paper | | --- | --- | --- | --- | | TooBad | 99 | Not recorded | 6a3a1392206542251d7c769c | | TooBad | 98 | Not recorded | 6a3a1392206542251d7c769c | | VillanDiffusion | 96 | Not recorded | 6a3a1392206542251d7c769c | | TooBad | 94 | Not recorded | 6a3a1392206542251d7c769c | | TooBad | 93 | Not recorded | 6a3a1392206542251d7c769c | | TooBad | 93 | Not recorded | 6a3a1392206542251d7c769c | | UIBDiffusion | 74 | Not recorded | 6a3a1392206542251d7c769c | | TooBad | 68 | Not recorded | 6a3a1392206542251d7c769c | | VillanDiffusion | 38 | Not recorded | 6a3a1392206542251d7c769c | | UIBDiffusion | 16 | Not recorded | 6a3a1392206542251d7c769c | | UIBDiffusion | 7 | Not recorded | 6a3a1392206542251d7c769c | | VillanDiffusion | 3 | Not recorded | 6a3a1392206542251d7c769c | | UIBDiffusion | 2 | Not recorded | 6a3a1392206542251d7c769c | | VillanDiffusion | 1 | Not recorded | 6a3a1392206542251d7c769c | | VillanDiffusion | 0 | Not recorded | 6a3a1392206542251d7c769c | | VillanDiffusion | 0 | Not recorded | 6a3a1392206542251d7c769c | | UIBDiffusion | 0 | Not recorded | 6a3a1392206542251d7c769c | | UIBDiffusion | 0 | Not recorded | 6a3a1392206542251d7c769c | ### TooBad ASR: 99. Result ID: 6a3a7ce3fbc373592c38f11b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Poison Rate":"10%"}. This record does not assert independent reproduction. ### TooBad ASR: 98. Result ID: 6a3a7ce3fbc373592c38f11a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Poison Rate":"5%"}. This record does not assert independent reproduction. ### VillanDiffusion ASR: 96. Result ID: 6a3a7ce3fbc373592c38f10f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Poison Rate":"10%"}. This record does not assert independent reproduction. ### TooBad ASR: 94. Result ID: 6a3a7ce3fbc373592c38f118. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Poison Rate":"2%"}. This record does not assert independent reproduction. ### TooBad ASR: 93. Result ID: 6a3a7ce3fbc373592c38f117. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Poison Rate":"1%"}. This record does not assert independent reproduction. ### TooBad ASR: 93. Result ID: 6a3a7ce3fbc373592c38f119. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Poison Rate":"3%"}. This record does not assert independent reproduction. ### UIBDiffusion ASR: 74. Result ID: 6a3a7ce3fbc373592c38f115. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Poison Rate":"10%"}. This record does not assert independent reproduction. ### TooBad ASR: 68. Result ID: 6a3a7ce3fbc373592c38f116. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Poison Rate":"0.2%"}. This record does not assert independent reproduction. ### VillanDiffusion ASR: 38. Result ID: 6a3a7ce3fbc373592c38f10e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Poison Rate":"5%"}. This record does not assert independent reproduction. ### UIBDiffusion ASR: 16. Result ID: 6a3a7ce3fbc373592c38f114. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Poison Rate":"5%"}. This record does not assert independent reproduction. ### UIBDiffusion ASR: 7. Result ID: 6a3a7ce3fbc373592c38f113. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Poison Rate":"3%"}. This record does not assert independent reproduction. ### VillanDiffusion ASR: 3. Result ID: 6a3a7ce3fbc373592c38f10d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Poison Rate":"3%"}. This record does not assert independent reproduction. ### UIBDiffusion ASR: 2. Result ID: 6a3a7ce3fbc373592c38f112. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Poison Rate":"2%"}. This record does not assert independent reproduction. ### VillanDiffusion ASR: 1. Result ID: 6a3a7ce3fbc373592c38f10c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Poison Rate":"2%"}. This record does not assert independent reproduction. ### VillanDiffusion ASR: 0. Result ID: 6a3a7ce3fbc373592c38f10a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Poison Rate":"0.2%"}. This record does not assert independent reproduction. ### VillanDiffusion ASR: 0. Result ID: 6a3a7ce3fbc373592c38f10b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Poison Rate":"1%"}. This record does not assert independent reproduction. ### UIBDiffusion ASR: 0. Result ID: 6a3a7ce3fbc373592c38f110. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Poison Rate":"0.2%"}. This record does not assert independent reproduction. ### UIBDiffusion ASR: 0. Result ID: 6a3a7ce3fbc373592c38f111. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Poison Rate":"1%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.