# Object Erasure on CIFAR-10 Airplane Erased Source: [Object Erasure on CIFAR-10 Airplane Erased]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:15.530Z Evaluation of Object Erasure performance on the CIFAR-10 dataset specifically modified by erasing airplane instances. Metrics reported include various accuracy and error measures. 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 Airplane Erased | | Metric | Accuracy (Erased) | | 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 - [Accuracy (Erased)](): Higher is better; unit: PERCENT. - [Accuracy (Source)](): Higher is better; unit: PERCENT. - [Accuracy (General)](): Higher is better; unit: PERCENT. - [Error Rate (Ho)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy (Erased) | Result date | Report paper | | --- | --- | --- | --- | | FMN | 96.76 | Not recorded | 6982d2aba8b01e76cc8e957c | | AC | 96.24 | Not recorded | 6982d2aba8b01e76cc8e957c | | SD v1.4 | 96.06 | Not recorded | 6982d2aba8b01e76cc8e957c | | SLD-M | 91.37 | Not recorded | 6982d2aba8b01e76cc8e957c | | UCE | 40.32 | Not recorded | 6982d2aba8b01e76cc8e957c | | ESD-x | 33.11 | Not recorded | 6982d2aba8b01e76cc8e957c | | MACE | 9.06 | Not recorded | 6982d2aba8b01e76cc8e957c | | ESD-u | 7.38 | Not recorded | 6982d2aba8b01e76cc8e957c | | UnHype | 6.07 | Not recorded | 6982d2aba8b01e76cc8e957c | | FMN | 0.9676 | Not recorded | 68fa72731e209131cea566f7 | | AC | 0.9624 | Not recorded | 68fa72731e209131cea566f7 | | SD v1.4 | 0.9606 | Not recorded | 68fa72731e209131cea566f7 | | SLD-M | 0.9137 | Not recorded | 68fa72731e209131cea566f7 | | UCE | 0.4032 | Not recorded | 68fa72731e209131cea566f7 | | ESD-x | 0.3311 | Not recorded | 68fa72731e209131cea566f7 | | MACE | 0.0906 | Not recorded | 68fa72731e209131cea566f7 | | ESD-u | 0.0738 | Not recorded | 68fa72731e209131cea566f7 | ### FMN Accuracy (Erased): 96.76. Result ID: 69974ea15698665ec4a036ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.4"}. This record does not assert independent reproduction. ### AC Accuracy (Erased): 96.24. Result ID: 69974ea15698665ec4a036af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.4"}. This record does not assert independent reproduction. ### SD v1.4 Accuracy (Erased): 96.06. Result ID: 69974ea15698665ec4a036b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Mode":"Base model (No unlearning)"}. This record does not assert independent reproduction. ### SLD-M Accuracy (Erased): 91.37. Result ID: 69974ea15698665ec4a036b1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.4"}. This record does not assert independent reproduction. ### UCE Accuracy (Erased): 40.32. Result ID: 69974ea15698665ec4a036b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.4"}. This record does not assert independent reproduction. ### ESD-x Accuracy (Erased): 33.11. Result ID: 69974ea15698665ec4a036b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.4"}. This record does not assert independent reproduction. ### MACE Accuracy (Erased): 9.06. Result ID: 69974ea15698665ec4a036b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.4"}. This record does not assert independent reproduction. ### ESD-u Accuracy (Erased): 7.38. Result ID: 69974ea15698665ec4a036b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Stable Diffusion v1.4"}. This record does not assert independent reproduction. ### UnHype Accuracy (Erased): 6.07. Result ID: 69974ea15698665ec4a036b5. [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. ### FMN Accuracy (Erased): 0.9676. Result ID: 699239f13a6c3148490d741f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"SD v1.4"}. This record does not assert independent reproduction. ### AC Accuracy (Erased): 0.9624. Result ID: 699239f13a6c3148490d7420. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"SD v1.4"}. This record does not assert independent reproduction. ### SD v1.4 Accuracy (Erased): 0.9606. Result ID: 699239f13a6c3148490d7426. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"original"}. This record does not assert independent reproduction. ### SLD-M Accuracy (Erased): 0.9137. Result ID: 699239f13a6c3148490d7422. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"backbone":"SD v1.4"}. This record does not assert independent reproduction. ### UCE Accuracy (Erased): 0.4032. Result ID: 699239f13a6c3148490d7421. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"SD v1.4"}. This record does not assert independent reproduction. ### ESD-x Accuracy (Erased): 0.3311. Result ID: 699239f13a6c3148490d7423. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"SD v1.4"}. This record does not assert independent reproduction. ### MACE Accuracy (Erased): 0.0906. Result ID: 699239f13a6c3148490d7425. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"backbone":"SD v1.4"}. This record does not assert independent reproduction. ### ESD-u Accuracy (Erased): 0.0738. Result ID: 699239f13a6c3148490d7424. [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.