# Object Erasure on CIFAR-10 v1 (test) Source: [Object Erasure on CIFAR-10 v1 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-02T07:39:08.157Z Evaluation of Object Erasure performance on the test split of CIFAR-10 version 1, reporting metrics like Retention accuracy (Accr), Target accuracy (Acce), and 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 | Object Erasure | | Dataset (including any stated split) | CIFAR-10 v1 (test) | | Metric | Retention Accuracy (Accr) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 31 of 31 | | 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 - [Retention Accuracy (Accr)](): Higher is better; unit: PERCENT. - [Target Accuracy (Acce)](): Higher is better; unit: PERCENT. - [ASR](): Higher is better; unit: PERCENT. ## Recorded results | Method | Retention Accuracy (Accr) | Result date | Report paper | | --- | --- | --- | --- | | ADVUNLEARN | 94 | Not recorded | 68fa785c1e209131cea77fa9 | | ADVUNLEARN | 93.78 | Not recorded | 68fa785c1e209131cea77fa9 | | UCE | 93.56 | Not recorded | 68fa785c1e209131cea77fa9 | | ADVUNLEARN | 93.44 | Not recorded | 68fa785c1e209131cea77fa9 | | ADVUNLEARN | 93.22 | Not recorded | 68fa785c1e209131cea77fa9 | | UCE | 93 | Not recorded | 68fa785c1e209131cea77fa9 | | UCE | 92.78 | Not recorded | 68fa785c1e209131cea77fa9 | | No Erasure | 92 | Not recorded | 68fa785c1e209131cea77fa9 | | UCE | 91.56 | Not recorded | 68fa785c1e209131cea77fa9 | | ADVUNLEARN | 91.22 | Not recorded | 68fa785c1e209131cea77fa9 | | UCE | 90.67 | Not recorded | 68fa785c1e209131cea77fa9 | | RECELER | 90.56 | Not recorded | 68fa785c1e209131cea77fa9 | | RECE | 89.78 | Not recorded | 68fa785c1e209131cea77fa9 | | RECELER | 88.89 | Not recorded | 68fa785c1e209131cea77fa9 | | ESD | 88.78 | Not recorded | 68fa785c1e209131cea77fa9 | | MACE | 88.44 | Not recorded | 68fa785c1e209131cea77fa9 | | RECE | 88.11 | Not recorded | 68fa785c1e209131cea77fa9 | | ESD | 88 | Not recorded | 68fa785c1e209131cea77fa9 | | RECE | 87 | Not recorded | 68fa785c1e209131cea77fa9 | | RECE | 86.89 | Not recorded | 68fa785c1e209131cea77fa9 | | ESD | 86.67 | Not recorded | 68fa785c1e209131cea77fa9 | | ESD | 86.22 | Not recorded | 68fa785c1e209131cea77fa9 | | ESD | 85.78 | Not recorded | 68fa785c1e209131cea77fa9 | | MACE | 85 | Not recorded | 68fa785c1e209131cea77fa9 | | RECELER | 84.72 | Not recorded | 68fa785c1e209131cea77fa9 | | RECE | 84.67 | Not recorded | 68fa785c1e209131cea77fa9 | | RECELER | 82.78 | Not recorded | 68fa785c1e209131cea77fa9 | | MACE | 82.67 | Not recorded | 68fa785c1e209131cea77fa9 | | MACE | 82.44 | Not recorded | 68fa785c1e209131cea77fa9 | | RECELER | 80.56 | Not recorded | 68fa785c1e209131cea77fa9 | | MACE | 73.67 | Not recorded | 68fa785c1e209131cea77fa9 | ### ADVUNLEARN Retention Accuracy (Accr): 94. Result ID: 6a1e8894fbc373592c185863. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBsurface","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### ADVUNLEARN Retention Accuracy (Accr): 93.78. Result ID: 6a1e8894fbc373592c185864. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBshallow","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### UCE Retention Accuracy (Accr): 93.56. Result ID: 6a1e8894fbc373592c185849. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBdata","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### ADVUNLEARN Retention Accuracy (Accr): 93.44. Result ID: 6a1e8894fbc373592c185865. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBdeep","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### ADVUNLEARN Retention Accuracy (Accr): 93.22. Result ID: 6a1e8894fbc373592c185861. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"No Attack","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### UCE Retention Accuracy (Accr): 93. Result ID: 6a1e8894fbc373592c185848. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"No Attack","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### UCE Retention Accuracy (Accr): 92.78. Result ID: 6a1e8894fbc373592c18584b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBshallow","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### No Erasure Retention Accuracy (Accr): 92. Result ID: 6a1e8894fbc373592c185847. [Reporting paper]() Recorded evaluation configuration: {"Attack":"No Attack","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### UCE Retention Accuracy (Accr): 91.56. Result ID: 6a1e8894fbc373592c18584a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBsurface","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### ADVUNLEARN Retention Accuracy (Accr): 91.22. Result ID: 6a1e8894fbc373592c185862. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBdata","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### UCE Retention Accuracy (Accr): 90.67. Result ID: 6a1e8894fbc373592c18584c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBdeep","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### RECELER Retention Accuracy (Accr): 90.56. Result ID: 6a1e8894fbc373592c18585e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBsurface","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### RECE Retention Accuracy (Accr): 89.78. Result ID: 6a1e8894fbc373592c185859. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBsurface","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### RECELER Retention Accuracy (Accr): 88.89. Result ID: 6a1e8894fbc373592c18585d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBdata","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### ESD Retention Accuracy (Accr): 88.78. Result ID: 6a1e8894fbc373592c18584d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"No Attack","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### MACE Retention Accuracy (Accr): 88.44. Result ID: 6a1e8894fbc373592c185854. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBsurface","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### RECE Retention Accuracy (Accr): 88.11. Result ID: 6a1e8894fbc373592c18585a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBshallow","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### ESD Retention Accuracy (Accr): 88. Result ID: 6a1e8894fbc373592c18584e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBdata","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### RECE Retention Accuracy (Accr): 87. Result ID: 6a1e8894fbc373592c18585b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBdeep","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### RECE Retention Accuracy (Accr): 86.89. Result ID: 6a1e8894fbc373592c185857. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"No Attack","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### ESD Retention Accuracy (Accr): 86.67. Result ID: 6a1e8894fbc373592c18584f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBsurface","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### ESD Retention Accuracy (Accr): 86.22. Result ID: 6a1e8894fbc373592c185851. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBdeep","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### ESD Retention Accuracy (Accr): 85.78. Result ID: 6a1e8894fbc373592c185850. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBshallow","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### MACE Retention Accuracy (Accr): 85. Result ID: 6a1e8894fbc373592c185852. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"No Attack","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### RECELER Retention Accuracy (Accr): 84.72. Result ID: 6a1e8894fbc373592c18585c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"No Attack","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### RECE Retention Accuracy (Accr): 84.67. Result ID: 6a1e8894fbc373592c185858. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBdata","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### RECELER Retention Accuracy (Accr): 82.78. Result ID: 6a1e8894fbc373592c185860. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBdeep","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### MACE Retention Accuracy (Accr): 82.67. Result ID: 6a1e8894fbc373592c185856. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBdeep","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### MACE Retention Accuracy (Accr): 82.44. Result ID: 6a1e8894fbc373592c185855. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBshallow","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### RECELER Retention Accuracy (Accr): 80.56. Result ID: 6a1e8894fbc373592c18585f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBshallow","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. ### MACE Retention Accuracy (Accr): 73.67. Result ID: 6a1e8894fbc373592c185853. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"EEBdata","Evaluation Model":"ResNet-18","Diffusion Model":"SD v1.4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.