# Text-to-Image Generation on ConceptMix k=7

Source: [Text-to-Image Generation on ConceptMix k=7](<https://www.sota2.com/research/sota/text-to-image-generation-on-conceptmix-k-7>)

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

Data updated: 2026-03-20T09:14:52.292Z

Evaluation of Text-to-Image generation models on the ConceptMix k=7 dataset, measured using the Concept Fraction 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 | Text-to-Image Generation |
| Dataset (including any stated split) | ConceptMix k=7 |
| Metric | Concept Fraction Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

- [Concept Fraction Score](<https://www.sota2.com/research/sota/text-to-image-generation-on-conceptmix-k-7.md?metric=Concept%20Fraction%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Concept Fraction Score | Result date | Report paper |
| --- | --- | --- | --- |
| Qwen-Image | 79.42 | Not recorded | 69bcd4750636e5bf4afc294c |
| CMO | 78.84 | Not recorded | 69bcd4750636e5bf4afc294c |
| FlowGRPO | 69.53 | Not recorded | 69bcd4750636e5bf4afc294c |
| Pref-GRPO | 68.46 | Not recorded | 69bcd4750636e5bf4afc294c |
| FLUX.1-dev | 65.76 | Not recorded | 69bcd4750636e5bf4afc294c |
| StableDiffusion 3.5 | 65.65 | Not recorded | 69bcd4750636e5bf4afc294c |
| HermesFlow | 63.48 | Not recorded | 69bcd4750636e5bf4afc294c |
| Show-o | 63.31 | Not recorded | 69bcd4750636e5bf4afc294c |
| IterComp | 54.19 | Not recorded | 69bcd4750636e5bf4afc294c |
| Janus | 52.85 | Not recorded | 69bcd4750636e5bf4afc294c |
| StableDiffusion XL | 50.23 | Not recorded | 69bcd4750636e5bf4afc294c |
| Playground V2.5 | 50 | Not recorded | 69bcd4750636e5bf4afc294c |
| StableDiffusion XL Turbo | 46.3 | Not recorded | 69bcd4750636e5bf4afc294c |
| PixArt-α | 46.25 | Not recorded | 69bcd4750636e5bf4afc294c |
| Stable Diffusion v2 | 42.28 | Not recorded | 69bcd4750636e5bf4afc294c |
| Stable Diffusion v1.4 | 34.75 | Not recorded | 69bcd4750636e5bf4afc294c |

### Qwen-Image

Concept Fraction Score: 79.42. Result ID: 69bd0ffa47f34ce924a759d1.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4750636e5bf4afc294c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a6a1e209131cea83137.md>)

Recorded evaluation configuration: {"Model Category":"Non-Autoregressive Models"}. This record does not assert independent reproduction.

### CMO

Concept Fraction Score: 78.84. Result ID: 69bd0ffa47f34ce924a759d2.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4750636e5bf4afc294c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bcd4750636e5bf4afc294c.md>)

Recorded evaluation configuration: {"Model Category":"Non-Autoregressive Models"}. This record does not assert independent reproduction.

### FlowGRPO

Concept Fraction Score: 69.53. Result ID: 69bd0ffa47f34ce924a759cf.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4750636e5bf4afc294c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a061e209131cea8093f.md>)

[Implementation](<https://github.com/yifan123/flow_grpo>)

Recorded evaluation configuration: {"Model Category":"Non-Autoregressive Models"}. This record does not assert independent reproduction.

### Pref-GRPO

Concept Fraction Score: 68.46. Result ID: 69bd0ffa47f34ce924a759d0.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4750636e5bf4afc294c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b011e209131cea862f7.md>)

Recorded evaluation configuration: {"Model Category":"Non-Autoregressive Models"}. This record does not assert independent reproduction.

### FLUX.1-dev

Concept Fraction Score: 65.76. Result ID: 69bd0ffa47f34ce924a759cd.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4750636e5bf4afc294c.md>)

Recorded evaluation configuration: {"Model Category":"Non-Autoregressive Models"}. This record does not assert independent reproduction.

### StableDiffusion 3.5

Concept Fraction Score: 65.65. Result ID: 69bd0ffa47f34ce924a759cc.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4750636e5bf4afc294c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72621e209131cea56163.md>)

Recorded evaluation configuration: {"Model Category":"Non-Autoregressive Models"}. This record does not assert independent reproduction.

### HermesFlow

Concept Fraction Score: 63.48. Result ID: 69bd0ffa47f34ce924a759c5.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4750636e5bf4afc294c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b951e209131cea8943a.md>)

Recorded evaluation configuration: {"Model Category":"Autoregressive Models"}. This record does not assert independent reproduction.

### Show-o

Concept Fraction Score: 63.31. Result ID: 69bd0ffa47f34ce924a759c4.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4750636e5bf4afc294c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b1f1e209131cea86ae5.md>)

[Implementation](<https://github.com/showlab/Show-o>)

Recorded evaluation configuration: {"Model Category":"Autoregressive Models"}. This record does not assert independent reproduction.

### IterComp

Concept Fraction Score: 54.19. Result ID: 69bd0ffa47f34ce924a759ce.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4750636e5bf4afc294c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d01e209131cea6f38c.md>)

Recorded evaluation configuration: {"Model Category":"Non-Autoregressive Models"}. This record does not assert independent reproduction.

### Janus

Concept Fraction Score: 52.85. Result ID: 69bd0ffa47f34ce924a759c3.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4750636e5bf4afc294c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753c1e209131cea669f4.md>)

[Implementation](<https://github.com/deepseek-ai/Janus>)

Recorded evaluation configuration: {"Model Category":"Autoregressive Models"}. This record does not assert independent reproduction.

### StableDiffusion XL

Concept Fraction Score: 50.23. Result ID: 69bd0ffa47f34ce924a759ca.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4750636e5bf4afc294c.md>)

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

Recorded evaluation configuration: {"Model Category":"Non-Autoregressive Models"}. This record does not assert independent reproduction.

### Playground V2.5

Concept Fraction Score: 50. Result ID: 69bd0ffa47f34ce924a759cb.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4750636e5bf4afc294c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72521e209131cea559d1.md>)

[Implementation](<https://huggingface.co/playgroundai/playground-v2.5-1024px-aesthetic>)

Recorded evaluation configuration: {"Model Category":"Non-Autoregressive Models"}. This record does not assert independent reproduction.

### StableDiffusion XL Turbo

Concept Fraction Score: 46.3. Result ID: 69bd0ffa47f34ce924a759c8.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4750636e5bf4afc294c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71461e209131cea50558.md>)

Recorded evaluation configuration: {"Model Category":"Non-Autoregressive Models"}. This record does not assert independent reproduction.

### PixArt-α

Concept Fraction Score: 46.25. Result ID: 69bd0ffa47f34ce924a759c9.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4750636e5bf4afc294c.md>)

Recorded evaluation configuration: {"Model Category":"Non-Autoregressive Models"}. This record does not assert independent reproduction.

### Stable Diffusion v2

Concept Fraction Score: 42.28. Result ID: 69bd0ffa47f34ce924a759c7.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4750636e5bf4afc294c.md>)

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

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

Recorded evaluation configuration: {"Model Category":"Non-Autoregressive Models"}. This record does not assert independent reproduction.

### Stable Diffusion v1.4

Concept Fraction Score: 34.75. Result ID: 69bd0ffa47f34ce924a759c6.

[Reporting paper](<https://www.sota2.com/research/paper/69bcd4750636e5bf4afc294c.md>)

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

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

Recorded evaluation configuration: {"Model Category":"Non-Autoregressive Models"}. This record does not assert independent reproduction.

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