# Backdoor Attack on CIFAR-10 (Image Quality Metrics) Source: [Backdoor Attack on CIFAR-10 (Image Quality Metrics)]() Collection index: [llms.txt]() Data updated: 2026-04-28T07:41:29.615Z Evaluation of backdoor attack effectiveness on the CIFAR-10 dataset, focusing on image quality metrics such as Attack Success Rate (ASR) and various Peak Signal-to-Noise Ratio (PSNR) measurements. 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 | 25 of 25 | | 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. - [PSNR (\*)](): Higher is better; unit: SCALAR. - [PSNR (°)](): Higher is better; unit: SCALAR. - [Delta PSNR](): Higher is better; unit: SCALAR. ## Recorded results | Method | ASR | Result date | Report paper | | --- | --- | --- | --- | | SemBugger | 97.19 | Not recorded | 69f03ee555a3c32af89f9ead | | SemBugger | 96.16 | Not recorded | 69f03ee555a3c32af89f9ead | | SemBugger | 96.04 | Not recorded | 69f03ee555a3c32af89f9ead | | SemBugger | 94.44 | Not recorded | 69f03ee555a3c32af89f9ead | | SemBugger | 94.08 | Not recorded | 69f03ee555a3c32af89f9ead | | BASS | 91.27 | Not recorded | 69f03ee555a3c32af89f9ead | | IHTG | 90.11 | Not recorded | 69f03ee555a3c32af89f9ead | | IHTG | 89.91 | Not recorded | 69f03ee555a3c32af89f9ead | | IHTG | 89.34 | Not recorded | 69f03ee555a3c32af89f9ead | | BASS | 89.21 | Not recorded | 69f03ee555a3c32af89f9ead | | IHTG | 88.45 | Not recorded | 69f03ee555a3c32af89f9ead | | BASS | 86.87 | Not recorded | 69f03ee555a3c32af89f9ead | | BASS | 86.62 | Not recorded | 69f03ee555a3c32af89f9ead | | IHTG | 85.72 | Not recorded | 69f03ee555a3c32af89f9ead | | BASS | 82.65 | Not recorded | 69f03ee555a3c32af89f9ead | | SC Trojan | 76.42 | Not recorded | 69f03ee555a3c32af89f9ead | | SC Trojan | 75.45 | Not recorded | 69f03ee555a3c32af89f9ead | | SC Trojan | 72.32 | Not recorded | 69f03ee555a3c32af89f9ead | | SC Trojan | 71.46 | Not recorded | 69f03ee555a3c32af89f9ead | | SC Trojan | 67.75 | Not recorded | 69f03ee555a3c32af89f9ead | | Clean | 0 | Not recorded | 69f03ee555a3c32af89f9ead | | Clean | 0 | Not recorded | 69f03ee555a3c32af89f9ead | | Clean | 0 | Not recorded | 69f03ee555a3c32af89f9ead | | Clean | 0 | Not recorded | 69f03ee555a3c32af89f9ead | | Clean | 0 | Not recorded | 69f03ee555a3c32af89f9ead | ### SemBugger ASR: 97.19. Result ID: 69f064a147f34ce924d5fa48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacking Architecture":"SemCC","SNR":"5 dB"}. This record does not assert independent reproduction. ### SemBugger ASR: 96.16. Result ID: 69f064a147f34ce924d5fa39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacking Architecture":"JSCC-f","SNR":"5 dB"}. This record does not assert independent reproduction. ### SemBugger ASR: 96.04. Result ID: 69f064a147f34ce924d5fa3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacking Architecture":"JSCC-q","SNR":"5 dB"}. This record does not assert independent reproduction. ### SemBugger ASR: 94.44. Result ID: 69f064a147f34ce924d5fa43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacking Architecture":"SCAN","SNR":"5 dB"}. This record does not assert independent reproduction. ### SemBugger ASR: 94.08. Result ID: 69f064a147f34ce924d5fa34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacking Architecture":"JSCC","SNR":"5 dB"}. This record does not assert independent reproduction. ### BASS ASR: 91.27. Result ID: 69f064a147f34ce924d5fa3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacking Architecture":"JSCC-q","SNR":"5 dB"}. This record does not assert independent reproduction. ### IHTG ASR: 90.11. Result ID: 69f064a147f34ce924d5fa38. [Reporting paper]() Recorded evaluation configuration: {"Attacking Architecture":"JSCC-f","SNR":"5 dB"}. This record does not assert independent reproduction. ### IHTG ASR: 89.91. Result ID: 69f064a147f34ce924d5fa33. [Reporting paper]() Recorded evaluation configuration: {"Attacking Architecture":"JSCC","SNR":"5 dB"}. This record does not assert independent reproduction. ### IHTG ASR: 89.34. Result ID: 69f064a147f34ce924d5fa47. [Reporting paper]() Recorded evaluation configuration: {"Attacking Architecture":"SemCC","SNR":"5 dB"}. This record does not assert independent reproduction. ### BASS ASR: 89.21. Result ID: 69f064a147f34ce924d5fa46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacking Architecture":"SemCC","SNR":"5 dB"}. This record does not assert independent reproduction. ### IHTG ASR: 88.45. Result ID: 69f064a147f34ce924d5fa3d. [Reporting paper]() Recorded evaluation configuration: {"Attacking Architecture":"JSCC-q","SNR":"5 dB"}. This record does not assert independent reproduction. ### BASS ASR: 86.87. Result ID: 69f064a147f34ce924d5fa32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacking Architecture":"JSCC","SNR":"5 dB"}. This record does not assert independent reproduction. ### BASS ASR: 86.62. Result ID: 69f064a147f34ce924d5fa37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacking Architecture":"JSCC-f","SNR":"5 dB"}. This record does not assert independent reproduction. ### IHTG ASR: 85.72. Result ID: 69f064a147f34ce924d5fa42. [Reporting paper]() Recorded evaluation configuration: {"Attacking Architecture":"SCAN","SNR":"5 dB"}. This record does not assert independent reproduction. ### BASS ASR: 82.65. Result ID: 69f064a147f34ce924d5fa41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacking Architecture":"SCAN","SNR":"5 dB"}. This record does not assert independent reproduction. ### SC Trojan ASR: 76.42. Result ID: 69f064a147f34ce924d5fa40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacking Architecture":"SCAN","SNR":"5 dB"}. This record does not assert independent reproduction. ### SC Trojan ASR: 75.45. Result ID: 69f064a147f34ce924d5fa36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacking Architecture":"JSCC-f","SNR":"5 dB"}. This record does not assert independent reproduction. ### SC Trojan ASR: 72.32. Result ID: 69f064a147f34ce924d5fa3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacking Architecture":"JSCC-q","SNR":"5 dB"}. This record does not assert independent reproduction. ### SC Trojan ASR: 71.46. Result ID: 69f064a147f34ce924d5fa31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacking Architecture":"JSCC","SNR":"5 dB"}. This record does not assert independent reproduction. ### SC Trojan ASR: 67.75. Result ID: 69f064a147f34ce924d5fa45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attacking Architecture":"SemCC","SNR":"5 dB"}. This record does not assert independent reproduction. ### Clean ASR: 0. Result ID: 69f064a147f34ce924d5fa30. [Reporting paper]() Recorded evaluation configuration: {"Attacking Architecture":"JSCC","SNR":"5 dB"}. This record does not assert independent reproduction. ### Clean ASR: 0. Result ID: 69f064a147f34ce924d5fa35. [Reporting paper]() Recorded evaluation configuration: {"Attacking Architecture":"JSCC-f","SNR":"5 dB"}. This record does not assert independent reproduction. ### Clean ASR: 0. Result ID: 69f064a147f34ce924d5fa3a. [Reporting paper]() Recorded evaluation configuration: {"Attacking Architecture":"JSCC-q","SNR":"5 dB"}. This record does not assert independent reproduction. ### Clean ASR: 0. Result ID: 69f064a147f34ce924d5fa3f. [Reporting paper]() Recorded evaluation configuration: {"Attacking Architecture":"SCAN","SNR":"5 dB"}. This record does not assert independent reproduction. ### Clean ASR: 0. Result ID: 69f064a147f34ce924d5fa44. [Reporting paper]() Recorded evaluation configuration: {"Attacking Architecture":"SemCC","SNR":"5 dB"}. 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