# Text-to-Image Generation on ConceptMix k = 4 1.0

Source: [Text-to-Image Generation on ConceptMix k = 4 1.0](<https://www.sota2.com/research/sota/text-to-image-generation-on-conceptmix-k-4-1-0>)

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

Data updated: 2026-03-20T09:14:52.487Z

Evaluation of Text-to-Image generation models on the ConceptMix k=4 dataset (version 1.0), measured using 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 = 4 1.0 |
| Metric | Full Mark Score |
| Unit | SCALAR |
| 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-4-1-0.md?metric=Full%20Mark%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Full Mark Score | Result date | Report paper |
| --- | --- | --- | --- |
| CMO | 0.3947 | Not recorded | 69bcd4750636e5bf4afc294c |
| Qwen-Image | 0.3803 | Not recorded | 69bcd4750636e5bf4afc294c |
| PrefGRPO | 0.212 | Not recorded | 69bcd4750636e5bf4afc294c |
| FlowGRPO | 0.2103 | Not recorded | 69bcd4750636e5bf4afc294c |
| StableDiffusion 3.5 | 0.1673 | Not recorded | 69bcd4750636e5bf4afc294c |
| FLUX.1-dev | 0.162 | Not recorded | 69bcd4750636e5bf4afc294c |
| Show-o | 0.1507 | Not recorded | 69bcd4750636e5bf4afc294c |
| HermesFlow | 0.1467 | Not recorded | 69bcd4750636e5bf4afc294c |
| IterComp | 0.074 | Not recorded | 69bcd4750636e5bf4afc294c |
| Janus | 0.0713 | Not recorded | 69bcd4750636e5bf4afc294c |
| Playground V2.5 | 0.069 | Not recorded | 69bcd4750636e5bf4afc294c |
| StableDiffusion XL | 0.0553 | Not recorded | 69bcd4750636e5bf4afc294c |
| StableDiffusion XL Turbo | 0.0493 | Not recorded | 69bcd4750636e5bf4afc294c |
| PixArt-α | 0.049 | Not recorded | 69bcd4750636e5bf4afc294c |
| StableDiffusion v2 | 0.0437 | Not recorded | 69bcd4750636e5bf4afc294c |
| StableDiffusion v1.4 | 0.0203 | Not recorded | 69bcd4750636e5bf4afc294c |

### CMO

Full Mark Score: 0.3947. Result ID: 69bd0ffa47f34ce924a75a2b.

[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: 0.3803. Result ID: 69bd0ffa47f34ce924a75a2a.

[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.

### PrefGRPO

Full Mark Score: 0.212. Result ID: 69bd0ffa47f34ce924a75a29.

[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.

### FlowGRPO

Full Mark Score: 0.2103. Result ID: 69bd0ffa47f34ce924a75a28.

[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.

### StableDiffusion 3.5

Full Mark Score: 0.1673. Result ID: 69bd0ffa47f34ce924a75a25.

[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: 0.162. Result ID: 69bd0ffa47f34ce924a75a26.

[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.

### Show-o

Full Mark Score: 0.1507. Result ID: 69bd0ffa47f34ce924a75a1d.

[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: 0.1467. Result ID: 69bd0ffa47f34ce924a75a1e.

[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.

### IterComp

Full Mark Score: 0.074. Result ID: 69bd0ffa47f34ce924a75a27.

[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

Full Mark Score: 0.0713. Result ID: 69bd0ffa47f34ce924a75a1c.

[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.

### Playground V2.5

Full Mark Score: 0.069. Result ID: 69bd0ffa47f34ce924a75a24.

[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

Full Mark Score: 0.0553. Result ID: 69bd0ffa47f34ce924a75a23.

[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.

### StableDiffusion XL Turbo

Full Mark Score: 0.0493. Result ID: 69bd0ffa47f34ce924a75a21.

[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

Full Mark Score: 0.049. Result ID: 69bd0ffa47f34ce924a75a22.

[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 v2

Full Mark Score: 0.0437. Result ID: 69bd0ffa47f34ce924a75a20.

[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: 0.0203. Result ID: 69bd0ffa47f34ce924a75a1f.

[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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