# Synthetic Image Generation on Polyp dataset (test)

Source: [Synthetic Image Generation on Polyp dataset (test)](<https://www.sota2.com/research/sota/synthetic-image-generation-on-polyp-dataset-test>)

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

Data updated: 2026-02-26T05:44:34.093Z

Evaluation of synthetic image generation models on the test split of the Polyp dataset, measured using metrics including FID, KID, CLIP-I, LPIPS, CMMD, MOS, and Confidence 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 | Synthetic Image Generation |
| Dataset (including any stated split) | Polyp dataset (test) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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/synthetic-image-generation-on-polyp-dataset-test.md?metric=FID>): Lower is better; unit: SCALAR.

- [KID](<https://www.sota2.com/research/sota/synthetic-image-generation-on-polyp-dataset-test.md?metric=KID>): Lower is better; unit: SCALAR.

- [CLIP-I](<https://www.sota2.com/research/sota/synthetic-image-generation-on-polyp-dataset-test.md?metric=CLIP-I>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/synthetic-image-generation-on-polyp-dataset-test.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [CMMD](<https://www.sota2.com/research/sota/synthetic-image-generation-on-polyp-dataset-test.md?metric=CMMD>): Lower is better; unit: SCALAR.

- [MOS](<https://www.sota2.com/research/sota/synthetic-image-generation-on-polyp-dataset-test.md?metric=MOS>): Higher is better; unit: SCALAR.

- [Confidence Score](<https://www.sota2.com/research/sota/synthetic-image-generation-on-polyp-dataset-test.md?metric=Confidence%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| Siamese-Diffusion (Ours) | 62.706 | Not recorded | 68fa78821e209131cea78c41 |
| ControlNet | 70.63 | Not recorded | 68fa78821e209131cea78c41 |
| ArSDM | 98.085 | Not recorded | 68fa78821e209131cea78c41 |
| SinGAN-Seg | 103.142 | Not recorded | 68fa78821e209131cea78c41 |
| T2I-Adapter | 162.447 | Not recorded | 68fa78821e209131cea78c41 |

### Siamese-Diffusion (Ours)

FID: 62.706. Result ID: 69958ed83badfaffe688cc0d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78821e209131cea78c41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78821e209131cea78c41.md>)

[Implementation](<https://github.com/Qiukunpeng/Siamese-Diffusion>)

Recorded evaluation configuration: {"control":"mask-only"}. This record does not assert independent reproduction.

### ControlNet

FID: 70.63. Result ID: 69958ed83badfaffe688cc0c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78821e209131cea78c41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71481e209131cea50695.md>)

Recorded evaluation configuration: {"control":"mask-only"}. This record does not assert independent reproduction.

### ArSDM

FID: 98.085. Result ID: 69958ed83badfaffe688cc0b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78821e209131cea78c41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70801e209131cea4b858.md>)

[Implementation](<https://github.com/DuYooho/ArSDM>)

Recorded evaluation configuration: {"control":"mask-only"}. This record does not assert independent reproduction.

### SinGAN-Seg

FID: 103.142. Result ID: 69958ed83badfaffe688cc09.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78821e209131cea78c41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7c1e209131cea34404.md>)

Recorded evaluation configuration: {"control":"mask-only"}. This record does not assert independent reproduction.

### T2I-Adapter

FID: 162.447. Result ID: 69958ed83badfaffe688cc0a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78821e209131cea78c41.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea42531.md>)

Recorded evaluation configuration: {"control":"mask-only"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.