# Concept Erasure on ImageNet Tench

Source: [Concept Erasure on ImageNet Tench](<https://www.sota2.com/research/sota/concept-erasure-on-imagenet-tench>)

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

Data updated: 2026-02-26T05:23:49.970Z

Evaluation of Concept Erasure performance on the ImageNet Tench dataset, reporting metrics such as ASR, FID, and CLIP score.

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 | Concept Erasure |
| Dataset (including any stated split) | ImageNet Tench |
| Metric | ASR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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](<https://www.sota2.com/research/sota/concept-erasure-on-imagenet-tench.md?metric=ASR>): Higher is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/concept-erasure-on-imagenet-tench.md?metric=FID>): Lower is better; unit: SCALAR.

- [CLIP Score](<https://www.sota2.com/research/sota/concept-erasure-on-imagenet-tench.md?metric=CLIP%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | ASR | Result date | Report paper |
| --- | --- | --- | --- |
| SD 1.4 (Base) | 0.972 | Not recorded | 68fa77c81e209131cea754cd |
| MACE | 0.962 | Not recorded | 68fa77c81e209131cea754cd |
| RECE | 0.936 | Not recorded | 68fa77c81e209131cea754cd |
| RACE | 0.926 | Not recorded | 68fa77c81e209131cea754cd |
| AdvUnlearn | 0.91 | Not recorded | 68fa77c81e209131cea754cd |
| STEREO | 0.0978 | Not recorded | 68fa77c81e209131cea754cd |

### SD 1.4 (Base)

ASR: 0.972. Result ID: 699568c43badfaffe65c86c0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77c81e209131cea754cd.md>)

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

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

Recorded evaluation configuration: {"Attack Method":"CCE"}. This record does not assert independent reproduction.

### MACE

ASR: 0.962. Result ID: 699568c43badfaffe65c86c1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77c81e209131cea754cd.md>)

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

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

Recorded evaluation configuration: {"Attack Method":"CCE"}. This record does not assert independent reproduction.

### RECE

ASR: 0.936. Result ID: 699568c43badfaffe65c86c2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77c81e209131cea754cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756f1e209131cea67e49.md>)

Recorded evaluation configuration: {"Attack Method":"CCE"}. This record does not assert independent reproduction.

### RACE

ASR: 0.926. Result ID: 699568c43badfaffe65c86c3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77c81e209131cea754cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74411e209131cea608f1.md>)

Recorded evaluation configuration: {"Attack Method":"CCE"}. This record does not assert independent reproduction.

### AdvUnlearn

ASR: 0.91. Result ID: 699568c43badfaffe65c86c4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77c81e209131cea754cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa751e1e209131cea65e5e.md>)

Recorded evaluation configuration: {"Attack Method":"CCE"}. This record does not assert independent reproduction.

### STEREO

ASR: 0.0978. Result ID: 699568c43badfaffe65c86c5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77c81e209131cea754cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c81e209131cea754cd.md>)

[Implementation](<https://github.com/koushiksrivats/robust-concept-erasing>)

Recorded evaluation configuration: {"Attack Method":"CCE"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.