# Artistic Style Erasure on COCO-30k Prompts (test)

Source: [Artistic Style Erasure on COCO-30k Prompts (test)](<https://www.sota2.com/research/sota/artistic-style-erasure-on-coco-30k-prompts-test>)

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

Data updated: 2026-02-26T05:38:49.366Z

Evaluation of Artistic Style Erasure performance on the COCO-30k prompts test set, measured using Contrastive Similarity (CS) and Fréchet Inception Distance (FID) across specific artist styles (e.g., Van Gogh, Picasso).

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 | Artistic Style Erasure |
| Dataset (including any stated split) | Artistic Style Dataset COCO-30k prompts (test) |
| Metric | CS (Van Gogh) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [CS (Van Gogh)](<https://www.sota2.com/research/sota/artistic-style-erasure-on-coco-30k-prompts-test.md?metric=CS%20(Van%20Gogh)>): Higher is better; unit: PERCENT.

- [FID (Van Gogh)](<https://www.sota2.com/research/sota/artistic-style-erasure-on-coco-30k-prompts-test.md?metric=FID%20(Van%20Gogh)>): Lower is better; unit: SCALAR.

- [CS (Picasso)](<https://www.sota2.com/research/sota/artistic-style-erasure-on-coco-30k-prompts-test.md?metric=CS%20(Picasso)>): Higher is better; unit: PERCENT.

- [FID (Picasso)](<https://www.sota2.com/research/sota/artistic-style-erasure-on-coco-30k-prompts-test.md?metric=FID%20(Picasso)>): Lower is better; unit: SCALAR.

- [CS (Rembrandt)](<https://www.sota2.com/research/sota/artistic-style-erasure-on-coco-30k-prompts-test.md?metric=CS%20(Rembrandt)>): Higher is better; unit: PERCENT.

- [FID (Rembrandt)](<https://www.sota2.com/research/sota/artistic-style-erasure-on-coco-30k-prompts-test.md?metric=FID%20(Rembrandt)>): Lower is better; unit: SCALAR.

- [CS (Andy Warhol)](<https://www.sota2.com/research/sota/artistic-style-erasure-on-coco-30k-prompts-test.md?metric=CS%20(Andy%20Warhol)>): Higher is better; unit: PERCENT.

- [FID (Andy Warhol)](<https://www.sota2.com/research/sota/artistic-style-erasure-on-coco-30k-prompts-test.md?metric=FID%20(Andy%20Warhol)>): Lower is better; unit: SCALAR.

- [CS (Caravaggio)](<https://www.sota2.com/research/sota/artistic-style-erasure-on-coco-30k-prompts-test.md?metric=CS%20(Caravaggio)>): Higher is better; unit: PERCENT.

- [FID (Caravaggio)](<https://www.sota2.com/research/sota/artistic-style-erasure-on-coco-30k-prompts-test.md?metric=FID%20(Caravaggio)>): Lower is better; unit: SCALAR.

- [General FID](<https://www.sota2.com/research/sota/artistic-style-erasure-on-coco-30k-prompts-test.md?metric=General%20FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | CS (Van Gogh) | Result date | Report paper |
| --- | --- | --- | --- |
| SD v1.4 | 74.01 | Not recorded | 68fa72761e209131cea56871 |
| SPM | 73.13 | Not recorded | 68fa72761e209131cea56871 |
| SLD | 66.2 | Not recorded | 68fa72761e209131cea56871 |
| SA | 65.55 | Not recorded | 68fa72761e209131cea56871 |
| ConAbl | 65.02 | Not recorded | 68fa72761e209131cea56871 |
| ESD | 64.83 | Not recorded | 68fa72761e209131cea56871 |
| SA | 60.84 | Not recorded | 68fa72761e209131cea56871 |
| SLD | 54.6 | Not recorded | 68fa72761e209131cea56871 |
| ConAbl | 54.6 | Not recorded | 68fa72761e209131cea56871 |
| SPM | 51.8 | Not recorded | 68fa72761e209131cea56871 |
| ESD | 50.64 | Not recorded | 68fa72761e209131cea56871 |

### SD v1.4

CS (Van Gogh): 74.01. Result ID: 69922b593a6c3148490d0d9d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

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

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

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

### SPM

CS (Van Gogh): 73.13. Result ID: 69922b593a6c3148490d0dac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

[Implementation](<https://lyumengyao.github.io/projects/spm>)

Recorded evaluation configuration: {"erased\_style":"Rembrandt"}. This record does not assert independent reproduction.

### SLD

CS (Van Gogh): 66.2. Result ID: 69922b593a6c3148490d0da8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

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

Recorded evaluation configuration: {"erased\_style":"Rembrandt"}. This record does not assert independent reproduction.

### SA

CS (Van Gogh): 65.55. Result ID: 69922b593a6c3148490d0dab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68ef1e209131cea1f0d5.md>)

[Implementation](<https://github.com/hojonathanho/diffusion>)

Recorded evaluation configuration: {"erased\_style":"Rembrandt"}. This record does not assert independent reproduction.

### ConAbl

CS (Van Gogh): 65.02. Result ID: 69922b593a6c3148490d0daa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

Recorded evaluation configuration: {"erased\_style":"Rembrandt"}. This record does not assert independent reproduction.

### ESD

CS (Van Gogh): 64.83. Result ID: 69922b593a6c3148490d0da9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d1e1e209131cea37e43.md>)

Recorded evaluation configuration: {"erased\_style":"Rembrandt"}. This record does not assert independent reproduction.

### SA

CS (Van Gogh): 60.84. Result ID: 69922b593a6c3148490d0da1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68ef1e209131cea1f0d5.md>)

[Implementation](<https://github.com/hojonathanho/diffusion>)

Recorded evaluation configuration: {"erased\_style":"Van Gogh"}. This record does not assert independent reproduction.

### SLD

CS (Van Gogh): 54.6. Result ID: 69922b593a6c3148490d0d9e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

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

Recorded evaluation configuration: {"erased\_style":"Van Gogh"}. This record does not assert independent reproduction.

### ConAbl

CS (Van Gogh): 54.6. Result ID: 69922b593a6c3148490d0da0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

Recorded evaluation configuration: {"erased\_style":"Van Gogh"}. This record does not assert independent reproduction.

### SPM

CS (Van Gogh): 51.8. Result ID: 69922b593a6c3148490d0da2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

[Implementation](<https://lyumengyao.github.io/projects/spm>)

Recorded evaluation configuration: {"erased\_style":"Van Gogh"}. This record does not assert independent reproduction.

### ESD

CS (Van Gogh): 50.64. Result ID: 69922b593a6c3148490d0d9f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72761e209131cea56871.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d1e1e209131cea37e43.md>)

Recorded evaluation configuration: {"erased\_style":"Van Gogh"}. This record does not assert independent reproduction.

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