# Object Erasure on CIFAR-10 Automobile Erased

Source: [Object Erasure on CIFAR-10 Automobile Erased](<https://www.sota2.com/research/sota/object-erasure-on-cifar-10-automobile-erased>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:34:15.476Z

Evaluation of Object Erasure performance on the CIFAR-10 dataset specifically modified by erasing automobile instances. Metrics include Acce, Accs, Accg, and Ho.

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 Automobile Erased |
| Metric | Accuracy (Erase) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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 (Erase)](<https://www.sota2.com/research/sota/object-erasure-on-cifar-10-automobile-erased.md?metric=Accuracy%20(Erase)>): Higher is better; unit: PERCENT.

- [Accuracy (Source)](<https://www.sota2.com/research/sota/object-erasure-on-cifar-10-automobile-erased.md?metric=Accuracy%20(Source)>): Higher is better; unit: PERCENT.

- [Accuracy (General)](<https://www.sota2.com/research/sota/object-erasure-on-cifar-10-automobile-erased.md?metric=Accuracy%20(General)>): Higher is better; unit: PERCENT.

- [Ho Score](<https://www.sota2.com/research/sota/object-erasure-on-cifar-10-automobile-erased.md?metric=Ho%20Score>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Accuracy (Erase) | Result date | Report paper |
| --- | --- | --- | --- |
| SD v1.4 | 99.72 | Not recorded | 68fa72731e209131cea566f7 |
| AC | 99.55 | Not recorded | 68fa72731e209131cea566f7 |
| FMN | 99.46 | Not recorded | 68fa72731e209131cea566f7 |
| SLD-M | 80.72 | Not recorded | 68fa72731e209131cea566f7 |
| ESD-x | 18.57 | Not recorded | 68fa72731e209131cea566f7 |
| ESD-u | 13.17 | Not recorded | 68fa72731e209131cea566f7 |
| UCE | 10.71 | Not recorded | 68fa72731e209131cea566f7 |
| MACE | 9.88 | Not recorded | 68fa72731e209131cea566f7 |

### SD v1.4

Accuracy (Erase): 99.72. Result ID: 699239f13a6c3148490d742e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72731e209131cea566f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c391e209131cea32e4a.md>)

[Implementation](<https://github.com/CompVis/latent-diffusion>)

Recorded evaluation configuration: {"mode":"original"}. This record does not assert independent reproduction.

### AC

Accuracy (Erase): 99.55. Result ID: 699239f13a6c3148490d7428.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72731e209131cea566f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705c1e209131cea4a98a.md>)

Recorded evaluation configuration: {"backbone":"SD v1.4"}. This record does not assert independent reproduction.

### FMN

Accuracy (Erase): 99.46. Result ID: 699239f13a6c3148490d7427.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72731e209131cea566f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef41e209131cea43246.md>)

Recorded evaluation configuration: {"backbone":"SD v1.4"}. This record does not assert independent reproduction.

### SLD-M

Accuracy (Erase): 80.72. Result ID: 699239f13a6c3148490d742a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72731e209131cea566f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f231e209131cea43f5d.md>)

[Implementation](<https://huggingface.co/docs/diffusers/api/pipelines/stable_diffusion_safe>)

Recorded evaluation configuration: {"backbone":"SD v1.4"}. This record does not assert independent reproduction.

### ESD-x

Accuracy (Erase): 18.57. Result ID: 699239f13a6c3148490d742b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72731e209131cea566f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fc61e209131cea47556.md>)

Recorded evaluation configuration: {"backbone":"SD v1.4"}. This record does not assert independent reproduction.

### ESD-u

Accuracy (Erase): 13.17. Result ID: 699239f13a6c3148490d742c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72731e209131cea566f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fc61e209131cea47556.md>)

Recorded evaluation configuration: {"backbone":"SD v1.4"}. This record does not assert independent reproduction.

### UCE

Accuracy (Erase): 10.71. Result ID: 699239f13a6c3148490d7429.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72731e209131cea566f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa755b1e209131cea67702.md>)

Recorded evaluation configuration: {"backbone":"SD v1.4"}. This record does not assert independent reproduction.

### MACE

Accuracy (Erase): 9.88. Result ID: 699239f13a6c3148490d742d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72731e209131cea566f7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72731e209131cea566f7.md>)

[Implementation](<https://github.com/Shilin-LU/MACE>)

Recorded evaluation configuration: {"backbone":"SD v1.4"}. This record does not assert independent reproduction.

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