# Semantic Image Synthesis on COCO-Stuff to ADE20K target: 100 images

Source: [Semantic Image Synthesis on COCO-Stuff to ADE20K target: 100 images](<https://www.sota2.com/research/sota/semantic-image-synthesis-on-coco-stuff-to-ade20k-target-100-images>)

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

Data updated: 2026-02-26T05:44:22.025Z

Evaluation of Semantic Image Synthesis models using FID and mIoU metrics on a specialized subset derived from COCO-Stuff, targeting synthesis quality comparable to ADE20K standards, limited to 100 images.

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 | Semantic Image Synthesis |
| Dataset (including any stated split) | COCO-Stuff to ADE20K target: 100 images |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 10 of 10 |
| 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/semantic-image-synthesis-on-coco-stuff-to-ade20k-target-100-images.md?metric=FID>): Lower is better; unit: SCALAR.

- [mIoU](<https://www.sota2.com/research/sota/semantic-image-synthesis-on-coco-stuff-to-ade20k-target-100-images.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| CAT | 40.7 | Not recorded | 68fa6eef1e209131cea42fe3 |
| CAT | 40.9 | Not recorded | 68fa6eef1e209131cea42fe3 |
| Finetune all | 56.8 | Not recorded | 68fa6eef1e209131cea42fe3 |
| From GLIDE | 59.8 | Not recorded | 68fa6eef1e209131cea42fe3 |
| CGAN-Transfer | 64.9 | Not recorded | 68fa6eef1e209131cea42fe3 |
| FreezeD | 66.3 | Not recorded | 68fa6eef1e209131cea42fe3 |
| BSA | 70.1 | Not recorded | 68fa6eef1e209131cea42fe3 |
| MineGAN | 82.2 | Not recorded | 68fa6eef1e209131cea42fe3 |
| TransferGAN | 85.1 | Not recorded | 68fa6eef1e209131cea42fe3 |
| From scratch | 145.9 | Not recorded | 68fa6eef1e209131cea42fe3 |

### CAT

FID: 40.7. Result ID: 699072933a6c31484900a113.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eef1e209131cea42fe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eef1e209131cea42fe3.md>)

[Implementation](<https://github.com/mcareil/CAT>)

Recorded evaluation configuration: {"Base Architecture":"PITI","Target Images Count":"100"}. This record does not assert independent reproduction.

### CAT

FID: 40.9. Result ID: 699072933a6c31484900a110.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eef1e209131cea42fe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eef1e209131cea42fe3.md>)

[Implementation](<https://github.com/mcareil/CAT>)

Recorded evaluation configuration: {"Base Architecture":"OASIS","Target Images Count":"100"}. This record does not assert independent reproduction.

### Finetune all

FID: 56.8. Result ID: 699072933a6c31484900a112.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eef1e209131cea42fe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca31e209131cea351ca.md>)

Recorded evaluation configuration: {"Base Architecture":"PITI","Target Images Count":"100"}. This record does not assert independent reproduction.

### From GLIDE

FID: 59.8. Result ID: 699072933a6c31484900a111.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eef1e209131cea42fe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78201e209131cea76e6f.md>)

Recorded evaluation configuration: {"Base Architecture":"PITI","Target Images Count":"100"}. This record does not assert independent reproduction.

### CGAN-Transfer

FID: 64.9. Result ID: 699072933a6c31484900a10f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eef1e209131cea42fe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea23861.md>)

[Implementation](<https://github.com/mshahbazi72/cGANTransfer>)

Recorded evaluation configuration: {"Base Architecture":"OASIS","Target Images Count":"100"}. This record does not assert independent reproduction.

### FreezeD

FID: 66.3. Result ID: 699072933a6c31484900a10c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eef1e209131cea42fe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67201e209131cea14769.md>)

[Implementation](<https://github.com/sangwoomo/FreezeD>)

Recorded evaluation configuration: {"Base Architecture":"OASIS","Target Images Count":"100"}. This record does not assert independent reproduction.

### BSA

FID: 70.1. Result ID: 699072933a6c31484900a10e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eef1e209131cea42fe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66951e209131cea111d0.md>)

Recorded evaluation configuration: {"Base Architecture":"OASIS","Target Images Count":"100"}. This record does not assert independent reproduction.

### MineGAN

FID: 82.2. Result ID: 699072933a6c31484900a10d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eef1e209131cea42fe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67561e209131cea159cf.md>)

Recorded evaluation configuration: {"Base Architecture":"OASIS","Target Images Count":"100"}. This record does not assert independent reproduction.

### TransferGAN

FID: 85.1. Result ID: 699072933a6c31484900a10b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eef1e209131cea42fe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64e41e209131cea072be.md>)

[Implementation](<https://github.com/yaxingwang/Transferring-GANs>)

Recorded evaluation configuration: {"Base Architecture":"OASIS","Target Images Count":"100"}. This record does not assert independent reproduction.

### From scratch

FID: 145.9. Result ID: 699072933a6c31484900a10a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6eef1e209131cea42fe3.md>)

Recorded evaluation configuration: {"Base Architecture":"OASIS","Target Images Count":"100"}. This record does not assert independent reproduction.

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