# Concept Fusion on ImageNet 200 (test)

Source: [Concept Fusion on ImageNet 200 (test)](<https://www.sota2.com/research/sota/concept-fusion-on-imagenet-200-test>)

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

Data updated: 2026-02-26T06:08:19.400Z

Evaluation of Concept Fusion performance on the test split of the ImageNet 200 dataset, measured by Votes and Preference Rate (%).

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 Fusion |
| Dataset (including any stated split) | ImageNet 200 (test) |
| Metric | Votes |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Votes](<https://www.sota2.com/research/sota/concept-fusion-on-imagenet-200-test.md?metric=Votes>): Higher is better; unit: SCALAR.

- [Preference Rate](<https://www.sota2.com/research/sota/concept-fusion-on-imagenet-200-test.md?metric=Preference%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Votes | Result date | Report paper |
| --- | --- | --- | --- |
| RMLer | 215 | Not recorded | 694a22289eebe296e72aa885 |
| BASS | 22 | Not recorded | 694a22289eebe296e72aa885 |
| GPT-Image-1 | 14 | Not recorded | 694a22289eebe296e72aa885 |
| ConceptLab | 7 | Not recorded | 694a22289eebe296e72aa885 |
| SDXL-Turbo | 6 | Not recorded | 694a22289eebe296e72aa885 |

### RMLer

Votes: 215. Result ID: 69981bd45698665ec475bd34.

[Reporting paper](<https://www.sota2.com/research/paper/694a22289eebe296e72aa885.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694a22289eebe296e72aa885.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### BASS

Votes: 22. Result ID: 69981bd45698665ec475bd35.

[Reporting paper](<https://www.sota2.com/research/paper/694a22289eebe296e72aa885.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74241e209131cea5ff24.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GPT-Image-1

Votes: 14. Result ID: 69981bd45698665ec475bd38.

[Reporting paper](<https://www.sota2.com/research/paper/694a22289eebe296e72aa885.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ConceptLab

Votes: 7. Result ID: 69981bd45698665ec475bd36.

[Reporting paper](<https://www.sota2.com/research/paper/694a22289eebe296e72aa885.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71791e209131cea5175d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SDXL-Turbo

Votes: 6. Result ID: 69981bd45698665ec475bd37.

[Reporting paper](<https://www.sota2.com/research/paper/694a22289eebe296e72aa885.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70011e209131cea487fb.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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