# Semantic Image Synthesis on COCO-Stuff to Cityscapes (target: 100 images)

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

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

Data updated: 2026-02-26T05:44:22.079Z

Evaluation of Semantic Image Synthesis models using FID and mIoU metrics on a specialized subset derived from COCO-Stuff, targeting synthesis quality for Cityscapes, 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 Cityscapes (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-cityscapes-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-cityscapes-target-100-images.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| CAT | 47 | Not recorded | 68fa6eef1e209131cea42fe3 |
| FreezeD | 49.8 | Not recorded | 68fa6eef1e209131cea42fe3 |
| TransferGAN | 51.5 | Not recorded | 68fa6eef1e209131cea42fe3 |
| MineGAN | 52.6 | Not recorded | 68fa6eef1e209131cea42fe3 |
| CAT | 54.7 | Not recorded | 68fa6eef1e209131cea42fe3 |
| CGAN-Transfer | 57.3 | Not recorded | 68fa6eef1e209131cea42fe3 |
| BSA | 65.7 | Not recorded | 68fa6eef1e209131cea42fe3 |
| Finetune all | 70.8 | Not recorded | 68fa6eef1e209131cea42fe3 |
| From GLIDE | 74.5 | Not recorded | 68fa6eef1e209131cea42fe3 |
| From scratch | 137 | Not recorded | 68fa6eef1e209131cea42fe3 |

### CAT

FID: 47. Result ID: 699072933a6c31484900a12e.

[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.

### FreezeD

FID: 49.8. Result ID: 699072933a6c31484900a12a.

[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.

### TransferGAN

FID: 51.5. Result ID: 699072933a6c31484900a129.

[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.

### MineGAN

FID: 52.6. Result ID: 699072933a6c31484900a12b.

[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.

### CAT

FID: 54.7. Result ID: 699072933a6c31484900a131.

[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.

### CGAN-Transfer

FID: 57.3. Result ID: 699072933a6c31484900a12d.

[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.

### BSA

FID: 65.7. Result ID: 699072933a6c31484900a12c.

[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.

### Finetune all

FID: 70.8. Result ID: 699072933a6c31484900a130.

[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: 74.5. Result ID: 699072933a6c31484900a12f.

[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.

### From scratch

FID: 137. Result ID: 699072933a6c31484900a128.

[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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