# Text-to-image on CVTG-2K

Source: [Text-to-image on CVTG-2K](<https://www.sota2.com/research/sota/text-to-image-on-cvtg-2k>)

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

Data updated: 2026-06-11T09:20:56.958Z

Evaluation of Text-to-Image generation models using the CVTG-2K dataset.

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 |
| Dataset (including any stated split) | CVTG-2K |
| Metric | CVTG-2K Score |
| 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

- [CVTG-2K Score](<https://www.sota2.com/research/sota/text-to-image-on-cvtg-2k.md?metric=CVTG-2K%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | CVTG-2K Score | Result date | Report paper |
| --- | --- | --- | --- |
| Z-Image | 86.71 | Not recorded | 6a2a40ebd33dfb23e7839188 |
| GPT Image 1 \[High\] | 85.69 | Not recorded | 6a2a40ebd33dfb23e7839188 |
| i1 | 85.31 | Not recorded | 6a2a40ebd33dfb23e7839188 |
| Qwen-Image | 82.88 | Not recorded | 6a2a40ebd33dfb23e7839188 |
| HiDream-I1-Full | 77.38 | Not recorded | 6a2a40ebd33dfb23e7839188 |
| Seedream 3.0 | 59.24 | Not recorded | 6a2a40ebd33dfb23e7839188 |
| FLUX.1 \[Dev\] | 49.65 | Not recorded | 6a2a40ebd33dfb23e7839188 |
| SD3 Medium | 40.37 | Not recorded | 6a2a40ebd33dfb23e7839188 |
| BAGEL | 36.42 | Not recorded | 6a2a40ebd33dfb23e7839188 |
| BLIP3o-N-G-T | 33.3 | Not recorded | 6a2a40ebd33dfb23e7839188 |
| BLIP3o-N-S | 24.93 | Not recorded | 6a2a40ebd33dfb23e7839188 |
| BLIP3o-N-G-G | 24.42 | Not recorded | 6a2a40ebd33dfb23e7839188 |
| Lumina-Image 2.0 | 15.77 | Not recorded | 6a2a40ebd33dfb23e7839188 |
| Janus-Pro-7B | 6.67 | Not recorded | 6a2a40ebd33dfb23e7839188 |
| BLIP3o-4B | 3.53 | Not recorded | 6a2a40ebd33dfb23e7839188 |
| DeCo | 0.14 | Not recorded | 6a2a40ebd33dfb23e7839188 |
| PixNerd | 0.06 | Not recorded | 6a2a40ebd33dfb23e7839188 |

### Z-Image

CVTG-2K Score: 86.71. Result ID: 6a2a7df3fbc373592c27e739.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40ebd33dfb23e7839188.md>)

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

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

Recorded evaluation configuration: {"#params":"6B"}. This record does not assert independent reproduction.

### GPT Image 1 \[High\]

CVTG-2K Score: 85.69. Result ID: 6a2a7df3fbc373592c27e731.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40ebd33dfb23e7839188.md>)

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

### i1

CVTG-2K Score: 85.31. Result ID: 6a2a7df3fbc373592c27e741.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40ebd33dfb23e7839188.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a40ebd33dfb23e7839188.md>)

[Implementation](<https://github.com/zlab-princeton/i1>)

Recorded evaluation configuration: {"#params":"3B"}. This record does not assert independent reproduction.

### Qwen-Image

CVTG-2K Score: 82.88. Result ID: 6a2a7df3fbc373592c27e73a.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40ebd33dfb23e7839188.md>)

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

Recorded evaluation configuration: {"#params":"20B"}. This record does not assert independent reproduction.

### HiDream-I1-Full

CVTG-2K Score: 77.38. Result ID: 6a2a7df3fbc373592c27e737.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40ebd33dfb23e7839188.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78eb1e209131cea7b394.md>)

Recorded evaluation configuration: {"#params":"17B"}. This record does not assert independent reproduction.

### Seedream 3.0

CVTG-2K Score: 59.24. Result ID: 6a2a7df3fbc373592c27e732.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40ebd33dfb23e7839188.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b91e209131cea7f1c0.md>)

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

### FLUX.1 \[Dev\]

CVTG-2K Score: 49.65. Result ID: 6a2a7df3fbc373592c27e733.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40ebd33dfb23e7839188.md>)

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

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

### SD3 Medium

CVTG-2K Score: 40.37. Result ID: 6a2a7df3fbc373592c27e734.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40ebd33dfb23e7839188.md>)

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

Recorded evaluation configuration: {"#params":"2B"}. This record does not assert independent reproduction.

### BAGEL

CVTG-2K Score: 36.42. Result ID: 6a2a7df3fbc373592c27e736.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40ebd33dfb23e7839188.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.

### BLIP3o-N-G-T

CVTG-2K Score: 33.3. Result ID: 6a2a7df3fbc373592c27e740.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40ebd33dfb23e7839188.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c481e209131cea8d648.md>)

Recorded evaluation configuration: {"#params":"3B"}. This record does not assert independent reproduction.

### BLIP3o-N-S

CVTG-2K Score: 24.93. Result ID: 6a2a7df3fbc373592c27e73e.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40ebd33dfb23e7839188.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c481e209131cea8d648.md>)

Recorded evaluation configuration: {"#params":"3B"}. This record does not assert independent reproduction.

### BLIP3o-N-G-G

CVTG-2K Score: 24.42. Result ID: 6a2a7df3fbc373592c27e73f.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40ebd33dfb23e7839188.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c481e209131cea8d648.md>)

Recorded evaluation configuration: {"#params":"3B"}. This record does not assert independent reproduction.

### Lumina-Image 2.0

CVTG-2K Score: 15.77. Result ID: 6a2a7df3fbc373592c27e738.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40ebd33dfb23e7839188.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745c5.md>)

[Implementation](<https://github.com/Alpha-VLLM/Lumina-Image-2.0>)

Recorded evaluation configuration: {"#params":"3B"}. This record does not assert independent reproduction.

### Janus-Pro-7B

CVTG-2K Score: 6.67. Result ID: 6a2a7df3fbc373592c27e735.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40ebd33dfb23e7839188.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.

### BLIP3o-4B

CVTG-2K Score: 3.53. Result ID: 6a2a7df3fbc373592c27e73b.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40ebd33dfb23e7839188.md>)

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

Recorded evaluation configuration: {"#params":"4B"}. This record does not assert independent reproduction.

### DeCo

CVTG-2K Score: 0.14. Result ID: 6a2a7df3fbc373592c27e73d.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40ebd33dfb23e7839188.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69253880d6b0dd334292f910.md>)

[Implementation](<https://github.com/Zehong-Ma/DeCo>)

Recorded evaluation configuration: {"#params":"1B"}. This record does not assert independent reproduction.

### PixNerd

CVTG-2K Score: 0.06. Result ID: 6a2a7df3fbc373592c27e73c.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40ebd33dfb23e7839188.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a671e209131cea82f4b.md>)

Recorded evaluation configuration: {"#params":"1B"}. This record does not assert independent reproduction.

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