# Text-to-Image Generation on ConceptMix k=2 1.0

Source: [Text-to-Image Generation on ConceptMix k=2 1.0](<https://www.sota2.com/research/sota/text-to-image-generation-on-conceptmix-k-2-1-0>)

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

Data updated: 2026-03-20T09:14:52.422Z

Evaluation of Text-to-Image generation models using the ConceptMix k=2 dataset (version 1.0), assessed via the Full Mark 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 = 2 1.0 |
| Metric | Full Mark 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

- [Full Mark Score](<https://www.sota2.com/research/sota/text-to-image-generation-on-conceptmix-k-2-1-0.md?metric=Full%20Mark%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Full Mark Score | Result date | Report paper |
| --- | --- | --- | --- |
| CMO | 70.63 | Not recorded | 69bcd4750636e5bf4afc294c |
| Qwen-Image | 65.83 | Not recorded | 69bcd4750636e5bf4afc294c |
| FlowGRPO | 54.57 | Not recorded | 69bcd4750636e5bf4afc294c |
| PrefGRPO | 47.9 | Not recorded | 69bcd4750636e5bf4afc294c |
| Show-o | 45.6 | Not recorded | 69bcd4750636e5bf4afc294c |
| HermesFlow | 45.6 | Not recorded | 69bcd4750636e5bf4afc294c |
| StableDiffusion 3.5 | 44.67 | Not recorded | 69bcd4750636e5bf4afc294c |
| FLUX.1-dev | 41.27 | Not recorded | 69bcd4750636e5bf4afc294c |
| Playground V2.5 | 38.3 | Not recorded | 69bcd4750636e5bf4afc294c |
| IterComp | 37.9 | Not recorded | 69bcd4750636e5bf4afc294c |
| StableDiffusion XL | 35.17 | Not recorded | 69bcd4750636e5bf4afc294c |
| PixArt-α | 31.33 | Not recorded | 69bcd4750636e5bf4afc294c |
| StableDiffusion XL Turbo | 30.73 | Not recorded | 69bcd4750636e5bf4afc294c |
| Janus | 30.63 | Not recorded | 69bcd4750636e5bf4afc294c |
| StableDiffusion v2 | 26.83 | Not recorded | 69bcd4750636e5bf4afc294c |
| StableDiffusion v1.4 | 19.43 | Not recorded | 69bcd4750636e5bf4afc294c |

### CMO

Full Mark Score: 70.63. Result ID: 69bd0ffa47f34ce924a75a0b.

[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.

### Qwen-Image

Full Mark Score: 65.83. Result ID: 69bd0ffa47f34ce924a75a0a.

[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.

### FlowGRPO

Full Mark Score: 54.57. Result ID: 69bd0ffa47f34ce924a75a08.

[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.

### PrefGRPO

Full Mark Score: 47.9. Result ID: 69bd0ffa47f34ce924a75a09.

[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.

### Show-o

Full Mark Score: 45.6. Result ID: 69bd0ffa47f34ce924a759fd.

[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.

### HermesFlow

Full Mark Score: 45.6. Result ID: 69bd0ffa47f34ce924a759fe.

[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.

### StableDiffusion 3.5

Full Mark Score: 44.67. Result ID: 69bd0ffa47f34ce924a75a05.

[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.

### FLUX.1-dev

Full Mark Score: 41.27. Result ID: 69bd0ffa47f34ce924a75a06.

[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.

### Playground V2.5

Full Mark Score: 38.3. Result ID: 69bd0ffa47f34ce924a75a04.

[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.

### IterComp

Full Mark Score: 37.9. Result ID: 69bd0ffa47f34ce924a75a07.

[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.

### StableDiffusion XL

Full Mark Score: 35.17. Result ID: 69bd0ffa47f34ce924a75a03.

[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.

### PixArt-α

Full Mark Score: 31.33. Result ID: 69bd0ffa47f34ce924a75a02.

[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 XL Turbo

Full Mark Score: 30.73. Result ID: 69bd0ffa47f34ce924a75a01.

[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.

### Janus

Full Mark Score: 30.63. Result ID: 69bd0ffa47f34ce924a759fc.

[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 v2

Full Mark Score: 26.83. Result ID: 69bd0ffa47f34ce924a75a00.

[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.

### StableDiffusion v1.4

Full Mark Score: 19.43. Result ID: 69bd0ffa47f34ce924a759ff.

[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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