# Concept Erasure on Van-Gogh artistic style 1.4 (test)

Source: [Concept Erasure on Van-Gogh artistic style 1.4 (test)](<https://www.sota2.com/research/sota/concept-erasure-on-van-gogh-artistic-style-1-4-test>)

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

Data updated: 2026-02-26T05:44:33.542Z

Evaluation of Concept Erasure performance on the Van-Gogh artistic style 1.4 test set, measured using Erased, UD, CCE, FID, and CLIP metrics.

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) | Van-Gogh artistic style 1.4 (test) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 15 of 15 |
| 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

- [FID](<https://www.sota2.com/research/sota/concept-erasure-on-van-gogh-artistic-style-1-4-test.md?metric=FID>): Lower is better; unit: SCALAR.

- [Erased](<https://www.sota2.com/research/sota/concept-erasure-on-van-gogh-artistic-style-1-4-test.md?metric=Erased>): Higher is better; unit: PERCENT.

- [UD](<https://www.sota2.com/research/sota/concept-erasure-on-van-gogh-artistic-style-1-4-test.md?metric=UD>): Higher is better; unit: PERCENT.

- [CCE](<https://www.sota2.com/research/sota/concept-erasure-on-van-gogh-artistic-style-1-4-test.md?metric=CCE>): Higher is better; unit: PERCENT.

- [CLIP Score](<https://www.sota2.com/research/sota/concept-erasure-on-van-gogh-artistic-style-1-4-test.md?metric=CLIP%20Score>): Higher is better; unit: PERCENT.

- [ASR](<https://www.sota2.com/research/sota/concept-erasure-on-van-gogh-artistic-style-1-4-test.md?metric=ASR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| SD 1.4 | 14.13 | Not recorded | 68fa77c81e209131cea754cd |
| SD 1.4 | 14.13 | Not recorded | 68fa77c81e209131cea754cd |
| RECE | 14.22 | Not recorded | 68fa77c81e209131cea754cd |
| RECE | 14.22 | Not recorded | 68fa77c81e209131cea754cd |
| AC | 14.4 | Not recorded | 68fa77c81e209131cea754cd |
| AdvUnlearn | 14.45 | Not recorded | 68fa77c81e209131cea754cd |
| AdvUnlearn | 14.45 | Not recorded | 68fa77c81e209131cea754cd |
| ESD | 14.48 | Not recorded | 68fa77c81e209131cea754cd |
| UCE | 14.48 | Not recorded | 68fa77c81e209131cea754cd |
| MACE | 14.48 | Not recorded | 68fa77c81e209131cea754cd |
| MACE | 14.48 | Not recorded | 68fa77c81e209131cea754cd |
| RACE | 15.94 | Not recorded | 68fa77c81e209131cea754cd |
| RACE | 15.94 | Not recorded | 68fa77c81e209131cea754cd |
| STEREO | 16.19 | Not recorded | 68fa77c81e209131cea754cd |
| STEREO | 16.19 | Not recorded | 68fa77c81e209131cea754cd |

### SD 1.4

FID: 14.13. Result ID: 699568c43badfaffe65c86ae.

[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: {"adversarial\_erasing":false}. This record does not assert independent reproduction.

### SD 1.4

FID: 14.13. Result ID: 699568c43badfaffe65c86c6.

[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: {"Mode":"Base","Attack Method":"CCE"}. This record does not assert independent reproduction.

### RECE

FID: 14.22. Result ID: 699568c43badfaffe65c86b3.

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

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

Recorded evaluation configuration: {"adversarial\_erasing":false,"venue":"ECCV'24"}. This record does not assert independent reproduction.

### RECE

FID: 14.22. Result ID: 699568c43badfaffe65c86c8.

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

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

Recorded evaluation configuration: {"Venue":"ECCV’24","Attack Method":"CCE"}. This record does not assert independent reproduction.

### AC

FID: 14.4. Result ID: 699568c43badfaffe65c86b0.

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

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

Recorded evaluation configuration: {"adversarial\_erasing":false,"venue":"ICCV'23"}. This record does not assert independent reproduction.

### AdvUnlearn

FID: 14.45. Result ID: 699568c43badfaffe65c86b5.

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

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

Recorded evaluation configuration: {"adversarial\_erasing":true,"venue":"NeurIPS'24"}. This record does not assert independent reproduction.

### AdvUnlearn

FID: 14.45. Result ID: 699568c43badfaffe65c86ca.

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

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

Recorded evaluation configuration: {"Venue":"NeurIPS’24","Attack Method":"CCE"}. This record does not assert independent reproduction.

### ESD

FID: 14.48. Result ID: 699568c43badfaffe65c86af.

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

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

Recorded evaluation configuration: {"adversarial\_erasing":false,"venue":"ICCV'23"}. This record does not assert independent reproduction.

### UCE

FID: 14.48. Result ID: 699568c43badfaffe65c86b1.

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

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

Recorded evaluation configuration: {"adversarial\_erasing":false,"venue":"WACV'24"}. This record does not assert independent reproduction.

### MACE

FID: 14.48. Result ID: 699568c43badfaffe65c86b2.

[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: {"adversarial\_erasing":false,"venue":"CVPR'24"}. This record does not assert independent reproduction.

### MACE

FID: 14.48. Result ID: 699568c43badfaffe65c86c7.

[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: {"Venue":"CVPR’24","Attack Method":"CCE"}. This record does not assert independent reproduction.

### RACE

FID: 15.94. Result ID: 699568c43badfaffe65c86b4.

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

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

Recorded evaluation configuration: {"adversarial\_erasing":true,"venue":"ECCV'24"}. This record does not assert independent reproduction.

### RACE

FID: 15.94. Result ID: 699568c43badfaffe65c86c9.

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

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

Recorded evaluation configuration: {"Venue":"ECCV’24","Attack Method":"CCE"}. This record does not assert independent reproduction.

### STEREO

FID: 16.19. Result ID: 699568c43badfaffe65c86b6.

[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: {"adversarial\_erasing":true}. This record does not assert independent reproduction.

### STEREO

FID: 16.19. Result ID: 699568c43badfaffe65c86cb.

[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.

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