# Image Generation on MS-COCO 5K (sampled images)

Source: [Image Generation on MS-COCO 5K (sampled images)](<https://www.sota2.com/research/sota/image-generation-on-ms-coco-5k-sampled-images>)

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

Data updated: 2026-04-13T09:14:41.959Z

Evaluation of image generation models using a 5,000 image sample subset of the MS-COCO dataset, assessed using metrics such as FID and CLIP 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 | Image generation evaluation |
| Dataset (including any stated split) | MS-COCO 5K (sampled images) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 7 of 7 |
| 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/image-generation-on-ms-coco-5k-sampled-images.md?metric=FID>): Lower is better; unit: SCALAR.

- [CLIP Score](<https://www.sota2.com/research/sota/image-generation-on-ms-coco-5k-sampled-images.md?metric=CLIP%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| FLUX.1 \[schnell\] | 31.63 | Not recorded | 69dc786f7d0172140ec789dc |
| UCE | 31.65 | Not recorded | 69dc786f7d0172140ec789dc |
| CA | 31.81 | Not recorded | 69dc786f7d0172140ec789dc |
| ESD | 31.88 | Not recorded | 69dc786f7d0172140ec789dc |
| EAP | 32.02 | Not recorded | 69dc786f7d0172140ec789dc |
| SHIFT | 33.9 | Not recorded | 69dc786f7d0172140ec789dc |
| SHIFT | 34.5 | Not recorded | 69dc786f7d0172140ec789dc |

### FLUX.1 \[schnell\]

FID: 31.63. Result ID: 69dcb3ed47f34ce924c3e3ff.

[Reporting paper](<https://www.sota2.com/research/paper/69dc786f7d0172140ec789dc.md>)

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

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

### UCE

FID: 31.65. Result ID: 69dcb3ed47f34ce924c3e3fc.

[Reporting paper](<https://www.sota2.com/research/paper/69dc786f7d0172140ec789dc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa755b1e209131cea67702.md>)

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

### CA

FID: 31.81. Result ID: 69dcb3ed47f34ce924c3e3fb.

[Reporting paper](<https://www.sota2.com/research/paper/69dc786f7d0172140ec789dc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705c1e209131cea4a98a.md>)

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

### ESD

FID: 31.88. Result ID: 69dcb3ed47f34ce924c3e3f9.

[Reporting paper](<https://www.sota2.com/research/paper/69dc786f7d0172140ec789dc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fc61e209131cea47556.md>)

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

### EAP

FID: 32.02. Result ID: 69dcb3ed47f34ce924c3e3fa.

[Reporting paper](<https://www.sota2.com/research/paper/69dc786f7d0172140ec789dc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b41e209131cea79de7.md>)

[Implementation](<https://github.com/tuananhbui89/Erasing-Adversarial-Preservation>)

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

### SHIFT

FID: 33.9. Result ID: 69dcb3ed47f34ce924c3e3fd.

[Reporting paper](<https://www.sota2.com/research/paper/69dc786f7d0172140ec789dc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc786f7d0172140ec789dc.md>)

Recorded evaluation configuration: {"strength":"250"}. This record does not assert independent reproduction.

### SHIFT

FID: 34.5. Result ID: 69dcb3ed47f34ce924c3e3fe.

[Reporting paper](<https://www.sota2.com/research/paper/69dc786f7d0172140ec789dc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc786f7d0172140ec789dc.md>)

Recorded evaluation configuration: {"strength":"500"}. This record does not assert independent reproduction.

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