# Text-to-Image Generation on UniGenBench

Source: [Text-to-Image Generation on UniGenBench](<https://www.sota2.com/research/sota/text-to-image-generation-on-unigenbench>)

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

Data updated: 2026-02-26T06:07:52.956Z

Evaluation of Text-to-Image generation models on the UniGenBench dataset, assessed using the primary UniGenBench 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) | UniGenBench |
| Metric | UniGenBench |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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

- [UniGenBench](<https://www.sota2.com/research/sota/text-to-image-generation-on-unigenbench.md?metric=UniGenBench>): Higher is better; unit: PERCENT.

## Recorded results

| Method | UniGenBench | Result date | Report paper |
| --- | --- | --- | --- |
| GPT-Image-1 | 92.77 | Not recorded | 698eb058c97a0b3e3b5e695b |
| Nano Banana | 87.45 | Not recorded | 698eb058c97a0b3e3b5e695b |
| Seedream 4.0 | 87.3 | Not recorded | 698eb058c97a0b3e3b5e695b |
| Qwen-Image | 78.81 | Not recorded | 698eb058c97a0b3e3b5e695b |
| FLUX.1 Kontext \[Pro\] | 75.84 | Not recorded | 698eb058c97a0b3e3b5e695b |
| DeepGen 1.0 (RL) | 75.74 | Not recorded | 698eb058c97a0b3e3b5e695b |
| DeepGen 1.0 (SFT) | 74.18 | Not recorded | 698eb058c97a0b3e3b5e695b |
| Z-Image-Turbo | 71.4 | Not recorded | 698eb058c97a0b3e3b5e695b |
| Lumina-DiMOO | 71.12 | Not recorded | 698eb058c97a0b3e3b5e695b |
| FLUX.1 \[Dev\] | 69.88 | Not recorded | 698eb058c97a0b3e3b5e695b |
| UniWorld v1 | 63.11 | Not recorded | 698eb058c97a0b3e3b5e695b |
| OmniGen2 | 63.09 | Not recorded | 698eb058c97a0b3e3b5e695b |
| Show-o2 | 62.73 | Not recorded | 698eb058c97a0b3e3b5e695b |
| Janus-Pro | 61.61 | Not recorded | 698eb058c97a0b3e3b5e695b |
| BAGEL | 61.53 | Not recorded | 698eb058c97a0b3e3b5e695b |
| BLIP3-o | 59.87 | Not recorded | 698eb058c97a0b3e3b5e695b |
| X-Omni | 53.77 | Not recorded | 698eb058c97a0b3e3b5e695b |

### GPT-Image-1

UniGenBench: 92.77. Result ID: 69970c705698665ec459e257.

[Reporting paper](<https://www.sota2.com/research/paper/698eb058c97a0b3e3b5e695b.md>)

Recorded evaluation configuration: {"Params":null}. This record does not assert independent reproduction.

### Nano Banana

UniGenBench: 87.45. Result ID: 69970c705698665ec459e256.

[Reporting paper](<https://www.sota2.com/research/paper/698eb058c97a0b3e3b5e695b.md>)

Recorded evaluation configuration: {"Params":null}. This record does not assert independent reproduction.

### Seedream 4.0

UniGenBench: 87.3. Result ID: 69970c705698665ec459e258.

[Reporting paper](<https://www.sota2.com/research/paper/698eb058c97a0b3e3b5e695b.md>)

Recorded evaluation configuration: {"Params":null}. This record does not assert independent reproduction.

### Qwen-Image

UniGenBench: 78.81. Result ID: 69970c705698665ec459e264.

[Reporting paper](<https://www.sota2.com/research/paper/698eb058c97a0b3e3b5e695b.md>)

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

Recorded evaluation configuration: {"Params":"7B + 20B"}. This record does not assert independent reproduction.

### FLUX.1 Kontext \[Pro\]

UniGenBench: 75.84. Result ID: 69970c705698665ec459e259.

[Reporting paper](<https://www.sota2.com/research/paper/698eb058c97a0b3e3b5e695b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a81e209131cea7eb79.md>)

Recorded evaluation configuration: {"Params":null}. This record does not assert independent reproduction.

### DeepGen 1.0 (RL)

UniGenBench: 75.74. Result ID: 69970c705698665ec459e266.

[Reporting paper](<https://www.sota2.com/research/paper/698eb058c97a0b3e3b5e695b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698eb058c97a0b3e3b5e695b.md>)

[Implementation](<https://github.com/DeepGenTeam/DeepGen>)

Recorded evaluation configuration: {"Params":"3B + 2B"}. This record does not assert independent reproduction.

### DeepGen 1.0 (SFT)

UniGenBench: 74.18. Result ID: 69970c705698665ec459e265.

[Reporting paper](<https://www.sota2.com/research/paper/698eb058c97a0b3e3b5e695b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698eb058c97a0b3e3b5e695b.md>)

[Implementation](<https://github.com/DeepGenTeam/DeepGen>)

Recorded evaluation configuration: {"Params":"3B + 2B"}. This record does not assert independent reproduction.

### Z-Image-Turbo

UniGenBench: 71.4. Result ID: 69970c705698665ec459e263.

[Reporting paper](<https://www.sota2.com/research/paper/698eb058c97a0b3e3b5e695b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2156d6b0dd33429319e4.md>)

[Implementation](<https://github.com/Tongyi-MAI/Z-Image>)

Recorded evaluation configuration: {"Params":"4B + 6B"}. This record does not assert independent reproduction.

### Lumina-DiMOO

UniGenBench: 71.12. Result ID: 69970c705698665ec459e262.

[Reporting paper](<https://www.sota2.com/research/paper/698eb058c97a0b3e3b5e695b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7beb1e209131cea8b4a4.md>)

[Implementation](<https://github.com/Alpha-VLLM/Lumina-DiMOO>)

Recorded evaluation configuration: {"Params":"8B"}. This record does not assert independent reproduction.

### FLUX.1 \[Dev\]

UniGenBench: 69.88. Result ID: 69970c705698665ec459e260.

[Reporting paper](<https://www.sota2.com/research/paper/698eb058c97a0b3e3b5e695b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a81e209131cea7eb79.md>)

Recorded evaluation configuration: {"Params":"12B"}. This record does not assert independent reproduction.

### UniWorld v1

UniGenBench: 63.11. Result ID: 69970c705698665ec459e25e.

[Reporting paper](<https://www.sota2.com/research/paper/698eb058c97a0b3e3b5e695b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79831e209131cea7dee8.md>)

Recorded evaluation configuration: {"Params":"7B + 12B"}. This record does not assert independent reproduction.

### OmniGen2

UniGenBench: 63.09. Result ID: 69970c705698665ec459e25d.

[Reporting paper](<https://www.sota2.com/research/paper/698eb058c97a0b3e3b5e695b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea89864.md>)

Recorded evaluation configuration: {"Params":"3B + 4B"}. This record does not assert independent reproduction.

### Show-o2

UniGenBench: 62.73. Result ID: 69970c705698665ec459e25b.

[Reporting paper](<https://www.sota2.com/research/paper/698eb058c97a0b3e3b5e695b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b761e209131cea88a1f.md>)

Recorded evaluation configuration: {"Params":"7B"}. This record does not assert independent reproduction.

### Janus-Pro

UniGenBench: 61.61. Result ID: 69970c705698665ec459e25a.

[Reporting paper](<https://www.sota2.com/research/paper/698eb058c97a0b3e3b5e695b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76cc1e209131cea6f20a.md>)

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

Recorded evaluation configuration: {"Params":"7B"}. This record does not assert independent reproduction.

### BAGEL

UniGenBench: 61.53. Result ID: 69970c705698665ec459e25f.

[Reporting paper](<https://www.sota2.com/research/paper/698eb058c97a0b3e3b5e695b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a311e209131cea81aad.md>)

[Implementation](<https://bagel-ai.org/>)

Recorded evaluation configuration: {"Params":"14B"}. This record does not assert independent reproduction.

### BLIP3-o

UniGenBench: 59.87. Result ID: 69970c705698665ec459e25c.

[Reporting paper](<https://www.sota2.com/research/paper/698eb058c97a0b3e3b5e695b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78841e209131cea78c86.md>)

Recorded evaluation configuration: {"Params":"7B + 1.4B"}. This record does not assert independent reproduction.

### X-Omni

UniGenBench: 53.77. Result ID: 69970c705698665ec459e261.

[Reporting paper](<https://www.sota2.com/research/paper/698eb058c97a0b3e3b5e695b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a431e209131cea82074.md>)

Recorded evaluation configuration: {"Params":"7B + 12B"}. This record does not assert independent reproduction.

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