# Object Erasure on CIFAR-10 Bird Erased Source: [Object Erasure on CIFAR-10 Bird Erased]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:26:59.025Z Evaluation of Object Erasure performance on the CIFAR-10 dataset where bird instances have been specifically erased. Metrics include various accuracy measures (Acce, Accs, Accg). 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 Bird Erased | | Metric | Acce | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Acce](): Higher is better; unit: PERCENT. - [Accs](): Higher is better; unit: PERCENT. - [Accg](): Higher is better; unit: PERCENT. - [Ho](): Higher is better; unit: SCALAR. ## Recorded results | Method | Acce | Result date | Report paper | | --- | --- | --- | --- | | SD v1.4 | 99.72 | Not recorded | 6982d2aba8b01e76cc8e957c | | AC | 99.55 | Not recorded | 6982d2aba8b01e76cc8e957c | | FMN | 99.46 | Not recorded | 6982d2aba8b01e76cc8e957c | | SD v1.4 | 95.75 | Not recorded | 68fa72731e209131cea566f7 | | FMN | 95.08 | Not recorded | 68fa72731e209131cea566f7 | | AC | 94.41 | Not recorded | 68fa72731e209131cea566f7 | | SLD-M | 84.89 | Not recorded | 68fa72731e209131cea566f7 | | SLD-M | 80.72 | Not recorded | 6982d2aba8b01e76cc8e957c | | ESD-x | 59.68 | Not recorded | 68fa72731e209131cea566f7 | | ESD-u | 30.29 | Not recorded | 68fa72731e209131cea566f7 | | ESD-x | 18.57 | Not recorded | 6982d2aba8b01e76cc8e957c | | ESD-u | 13.17 | Not recorded | 6982d2aba8b01e76cc8e957c | | UCE | 10.71 | Not recorded | 6982d2aba8b01e76cc8e957c | | MACE | 9.88 | Not recorded | 6982d2aba8b01e76cc8e957c | | UnHype | 8.46 | Not recorded | 6982d2aba8b01e76cc8e957c | | MACE | 6.97 | Not recorded | 68fa72731e209131cea566f7 | | UCE | 4.73 | Not recorded | 68fa72731e209131cea566f7 | ### SD v1.4 Acce: 99.72. Result ID: 69974ea15698665ec4a036c8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Mode":"Base model (No unlearning)"}. This record does not assert independent reproduction. ### AC Acce: 99.55. Result ID: 69974ea15698665ec4a036c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.4"}. This record does not assert independent reproduction. ### FMN Acce: 99.46. Result ID: 69974ea15698665ec4a036c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.4"}. This record does not assert independent reproduction. ### SD v1.4 Acce: 95.75. Result ID: 699239f13a6c3148490d7436. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"original"}. This record does not assert independent reproduction. ### FMN Acce: 95.08. Result ID: 699239f13a6c3148490d742f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"SD v1.4"}. This record does not assert independent reproduction. ### AC Acce: 94.41. Result ID: 699239f13a6c3148490d7430. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"SD v1.4"}. This record does not assert independent reproduction. ### SLD-M Acce: 84.89. Result ID: 699239f13a6c3148490d7432. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"backbone":"SD v1.4"}. This record does not assert independent reproduction. ### SLD-M Acce: 80.72. Result ID: 69974ea15698665ec4a036c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.4"}. This record does not assert independent reproduction. ### ESD-x Acce: 59.68. Result ID: 699239f13a6c3148490d7433. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"SD v1.4"}. This record does not assert independent reproduction. ### ESD-u Acce: 30.29. Result ID: 699239f13a6c3148490d7434. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"SD v1.4"}. This record does not assert independent reproduction. ### ESD-x Acce: 18.57. Result ID: 69974ea15698665ec4a036c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.4"}. This record does not assert independent reproduction. ### ESD-u Acce: 13.17. Result ID: 69974ea15698665ec4a036c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.4"}. This record does not assert independent reproduction. ### UCE Acce: 10.71. Result ID: 69974ea15698665ec4a036c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.4"}. This record does not assert independent reproduction. ### MACE Acce: 9.88. Result ID: 69974ea15698665ec4a036c6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.4"}. This record does not assert independent reproduction. ### UnHype Acce: 8.46. Result ID: 69974ea15698665ec4a036c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.4","Hypernetwork Configuration":"modified CFG"}. This record does not assert independent reproduction. ### MACE Acce: 6.97. Result ID: 699239f13a6c3148490d7435. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"backbone":"SD v1.4"}. This record does not assert independent reproduction. ### UCE Acce: 4.73. Result ID: 699239f13a6c3148490d7431. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"SD v1.4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.