# Text-to-Image Generation on MS-COCO 10K prompts 2014 (val)

Source: [Text-to-Image Generation on MS-COCO 10K prompts 2014 (val)](<https://www.sota2.com/research/sota/text-to-image-generation-on-ms-coco-10k-prompts-2014-val>)

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

Data updated: 2026-02-26T05:44:44.627Z

Evaluation of Text-to-Image Generation models using the 10K prompts validation set from MS-COCO 2014, assessed using metrics including FID, PickScore, and ImageReward.

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) | MS-COCO 10K prompts 2014 (val) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 19 of 19 |
| 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

- [FID](<https://www.sota2.com/research/sota/text-to-image-generation-on-ms-coco-10k-prompts-2014-val.md?metric=FID>): Lower is better; unit: SCALAR.

- [PickScore](<https://www.sota2.com/research/sota/text-to-image-generation-on-ms-coco-10k-prompts-2014-val.md?metric=PickScore>): Higher is better; unit: SCALAR.

- [ImageReward](<https://www.sota2.com/research/sota/text-to-image-generation-on-ms-coco-10k-prompts-2014-val.md?metric=ImageReward>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/text-to-image-generation-on-ms-coco-10k-prompts-2014-val.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [pFID](<https://www.sota2.com/research/sota/text-to-image-generation-on-ms-coco-10k-prompts-2014-val.md?metric=pFID>): Lower is better; unit: SCALAR.

- [CLIP Score](<https://www.sota2.com/research/sota/text-to-image-generation-on-ms-coco-10k-prompts-2014-val.md?metric=CLIP%20Score>): Higher is better; unit: SCALAR.

- [VQA Score](<https://www.sota2.com/research/sota/text-to-image-generation-on-ms-coco-10k-prompts-2014-val.md?metric=VQA%20Score>): Higher is better; unit: PERCENT.

- [HPS v2.1](<https://www.sota2.com/research/sota/text-to-image-generation-on-ms-coco-10k-prompts-2014-val.md?metric=HPS%20v2.1>): Higher is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| FLUX Turbo | 26.7 | Not recorded | 68fa7c2a1e209131cea8ccd3 |
| CorGi | 27.56 | Not recorded | 6955ff6053fdd5c36173ddb1 |
| CorGi+ | 27.58 | Not recorded | 6955ff6053fdd5c36173ddb1 |
| CorGi | 27.64 | Not recorded | 6955ff6053fdd5c36173ddb1 |
| CorGi+ | 27.67 | Not recorded | 6955ff6053fdd5c36173ddb1 |
| FLUX.1 dev | 27.8 | Not recorded | 68fa7c2a1e209131cea8ccd3 |
| ∆-DiT | 28.77 | Not recorded | 6955ff6053fdd5c36173ddb1 |
| π-Flow (GM-FLUX) | 29 | Not recorded | 68fa7c2a1e209131cea8ccd3 |
| π-Flow (GM-FLUX) | 29.7 | Not recorded | 68fa7c2a1e209131cea8ccd3 |
| Hyper-FLUX | 29.8 | Not recorded | 68fa7c2a1e209131cea8ccd3 |
| π-Flow (GM-FLUX) | 29.8 | Not recorded | 68fa7c2a1e209131cea8ccd3 |
| PixArt-Σ | 29.94 | Not recorded | 6955ff6053fdd5c36173ddb1 |
| DeepCache | 30.38 | Not recorded | 6955ff6053fdd5c36173ddb1 |
| SenseFlow (FLUX) | 34.1 | Not recorded | 68fa7c2a1e209131cea8ccd3 |
| Qwen-Image | 34.1 | Not recorded | 68fa7c2a1e209131cea8ccd3 |
| BlockDance | 35.91 | Not recorded | 6955ff6053fdd5c36173ddb1 |
| π-Flow (GM-Qwen) | 36 | Not recorded | 68fa7c2a1e209131cea8ccd3 |
| π-Flow (GM-Qwen) | 36 | Not recorded | 68fa7c2a1e209131cea8ccd3 |
| Qwen-Image Lightning | 37.5 | Not recorded | 68fa7c2a1e209131cea8ccd3 |

### FLUX Turbo

FID: 26.7. Result ID: 699b0d995698665ec4a0ac9b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c2a1e209131cea8ccd3.md>)

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

Recorded evaluation configuration: {"Distill method":"GAN","NFE":8}. This record does not assert independent reproduction.

### CorGi

FID: 27.56. Result ID: 6997fb275698665ec4549729.

[Reporting paper](<https://www.sota2.com/research/paper/6955ff6053fdd5c36173ddb1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6955ff6053fdd5c36173ddb1.md>)

Recorded evaluation configuration: {"D":"4","gamma":"22","delta":"2","Speedup":"1.93x"}. This record does not assert independent reproduction.

### CorGi+

FID: 27.58. Result ID: 6997fb275698665ec454972b.

[Reporting paper](<https://www.sota2.com/research/paper/6955ff6053fdd5c36173ddb1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6955ff6053fdd5c36173ddb1.md>)

Recorded evaluation configuration: {"D":"4","gamma":"22","delta":"2","Speedup":"1.91x"}. This record does not assert independent reproduction.

### CorGi

FID: 27.64. Result ID: 6997fb275698665ec454972a.

[Reporting paper](<https://www.sota2.com/research/paper/6955ff6053fdd5c36173ddb1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6955ff6053fdd5c36173ddb1.md>)

Recorded evaluation configuration: {"D":"5","gamma":"20","delta":"2","Speedup":"2.00x"}. This record does not assert independent reproduction.

### CorGi+

FID: 27.67. Result ID: 6997fb275698665ec454972c.

[Reporting paper](<https://www.sota2.com/research/paper/6955ff6053fdd5c36173ddb1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6955ff6053fdd5c36173ddb1.md>)

Recorded evaluation configuration: {"D":"5","gamma":"20","delta":"2","Speedup":"1.97x"}. This record does not assert independent reproduction.

### FLUX.1 dev

FID: 27.8. Result ID: 699b0d995698665ec4a0ac9a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c2a1e209131cea8ccd3.md>)

Recorded evaluation configuration: {"Distill method":"None","NFE":50}. This record does not assert independent reproduction.

### ∆-DiT

FID: 28.77. Result ID: 6997fb275698665ec4549727.

[Reporting paper](<https://www.sota2.com/research/paper/6955ff6053fdd5c36173ddb1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73751e209131cea5ca43.md>)

Recorded evaluation configuration: {"b":"30","Speedup":"1.59x"}. This record does not assert independent reproduction.

### π-Flow (GM-FLUX)

FID: 29. Result ID: 699b0d995698665ec4a0ac9d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c2a1e209131cea8ccd3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c2a1e209131cea8ccd3.md>)

Recorded evaluation configuration: {"Distill method":"π-ID","NFE":8}. This record does not assert independent reproduction.

### π-Flow (GM-FLUX)

FID: 29.7. Result ID: 699b0d995698665ec4a0aca0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c2a1e209131cea8ccd3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c2a1e209131cea8ccd3.md>)

Recorded evaluation configuration: {"Distill method":"π-ID (data-free)","NFE":4}. This record does not assert independent reproduction.

### Hyper-FLUX

FID: 29.8. Result ID: 699b0d995698665ec4a0ac9c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c2a1e209131cea8ccd3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa758f1e209131cea68a38.md>)

[Implementation](<https://hyper-sd.github.io/>)

Recorded evaluation configuration: {"Distill method":"CD+Re","NFE":8}. This record does not assert independent reproduction.

### π-Flow (GM-FLUX)

FID: 29.8. Result ID: 699b0d995698665ec4a0ac9f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c2a1e209131cea8ccd3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c2a1e209131cea8ccd3.md>)

Recorded evaluation configuration: {"Distill method":"π-ID","NFE":4}. This record does not assert independent reproduction.

### PixArt-Σ

FID: 29.94. Result ID: 6997fb275698665ec4549725.

[Reporting paper](<https://www.sota2.com/research/paper/6955ff6053fdd5c36173ddb1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72951e209131cea574d1.md>)

[Implementation](<https://pixart-alpha.github.io/PixArt-sigma-project/>)

Recorded evaluation configuration: {"Number of steps":"50","Speedup":null}. This record does not assert independent reproduction.

### DeepCache

FID: 30.38. Result ID: 6997fb275698665ec4549726.

[Reporting paper](<https://www.sota2.com/research/paper/6955ff6053fdd5c36173ddb1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71661e209131cea51336.md>)

[Implementation](<https://github.com/horseee/DeepCache>)

Recorded evaluation configuration: {"N":"2","Speedup":"1.31x"}. This record does not assert independent reproduction.

### SenseFlow (FLUX)

FID: 34.1. Result ID: 699b0d995698665ec4a0ac9e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c2a1e209131cea8ccd3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78fd1e209131cea7b801.md>)

Recorded evaluation configuration: {"Distill method":"VSD+CD+GAN","NFE":4}. This record does not assert independent reproduction.

### Qwen-Image

FID: 34.1. Result ID: 699b0d995698665ec4a0aca1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c2a1e209131cea8ccd3.md>)

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

Recorded evaluation configuration: {"Distill method":"None","NFE":"50x2"}. This record does not assert independent reproduction.

### BlockDance

FID: 35.91. Result ID: 6997fb275698665ec4549728.

[Reporting paper](<https://www.sota2.com/research/paper/6955ff6053fdd5c36173ddb1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77801e209131cea739c4.md>)

Recorded evaluation configuration: {"N":"3","Speedup":"1.54x"}. This record does not assert independent reproduction.

### π-Flow (GM-Qwen)

FID: 36. Result ID: 699b0d995698665ec4a0aca3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c2a1e209131cea8ccd3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c2a1e209131cea8ccd3.md>)

Recorded evaluation configuration: {"Distill method":"π-ID","NFE":4}. This record does not assert independent reproduction.

### π-Flow (GM-Qwen)

FID: 36. Result ID: 699b0d995698665ec4a0aca4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c2a1e209131cea8ccd3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c2a1e209131cea8ccd3.md>)

Recorded evaluation configuration: {"Distill method":"π-ID (data-free)","NFE":4}. This record does not assert independent reproduction.

### Qwen-Image Lightning

FID: 37.5. Result ID: 699b0d995698665ec4a0aca2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c2a1e209131cea8ccd3.md>)

Recorded evaluation configuration: {"Distill method":"VSD","NFE":4}. This record does not assert independent reproduction.

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