# Semantic Image Synthesis on ADE20K outdoor

Source: [Semantic Image Synthesis on ADE20K outdoor](<https://www.sota2.com/research/sota/semantic-image-synthesis-on-ade20k-outdoor>)

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

Data updated: 2026-02-26T06:10:15.419Z

Evaluation of Semantic Image Synthesis performance on the ADE20K outdoor subset, measured using standard metrics such as mIoU, accuracy (accu), and FID.

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) | ADE20K outdoor |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

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

- [Accuracy](<https://www.sota2.com/research/sota/semantic-image-synthesis-on-ade20k-outdoor.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [FID](<https://www.sota2.com/research/sota/semantic-image-synthesis-on-ade20k-outdoor.md?metric=FID>): Lower is better; unit: SCALAR.

- [Semantic Consistency](<https://www.sota2.com/research/sota/semantic-image-synthesis-on-ade20k-outdoor.md?metric=Semantic%20Consistency>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| RESAIL | 41.1 | Not recorded | 68fa6c2d1e209131cea3294b |
| OASIS | 40.4 | Not recorded | 68fa6c2d1e209131cea3294b |
| SPADE | 30.8 | Not recorded | 68fa669c1e209131cea11672 |
| SPADE | 30.8 | Not recorded | 68fa6c2d1e209131cea3294b |
| pix2pixHD | 17.4 | Not recorded | 68fa669c1e209131cea11672 |
| Pix2pixHD | 17.4 | Not recorded | 68fa6c2d1e209131cea3294b |
| CRN | 16.5 | Not recorded | 68fa669c1e209131cea11672 |
| CRN | 16.5 | Not recorded | 68fa6c2d1e209131cea3294b |
| SIMS | 13.1 | Not recorded | 68fa669c1e209131cea11672 |
| SIMS | 13.1 | Not recorded | 68fa6c2d1e209131cea3294b |

### RESAIL

mIoU: 41.1. Result ID: 698eea3e3a6c314849f35c1b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea3294b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea3294b.md>)

[Implementation](<https://github.com/Shi-Yupeng/RESAIL-For-SIS>)

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

### OASIS

mIoU: 40.4. Result ID: 698eea3e3a6c314849f35c1a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea3294b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa698d1e209131cea228f6.md>)

[Implementation](<https://github.com/boschresearch/OASIS>)

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

### SPADE

mIoU: 30.8. Result ID: 698cfcca8b517eb4331e2d87.

[Reporting paper](<https://www.sota2.com/research/paper/68fa669c1e209131cea11672.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa669c1e209131cea11672.md>)

[Implementation](<https://github.com/NVlabs/SPADE>)

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

### SPADE

mIoU: 30.8. Result ID: 698eea3e3a6c314849f35c19.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea3294b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa669c1e209131cea11672.md>)

[Implementation](<https://github.com/NVlabs/SPADE>)

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

### pix2pixHD

mIoU: 17.4. Result ID: 698cfcca8b517eb4331e2d86.

[Reporting paper](<https://www.sota2.com/research/paper/68fa669c1e209131cea11672.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c11e209131cea06591.md>)

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

### Pix2pixHD

mIoU: 17.4. Result ID: 698eea3e3a6c314849f35c17.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea3294b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c11e209131cea06591.md>)

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

### CRN

mIoU: 16.5. Result ID: 698cfcca8b517eb4331e2d84.

[Reporting paper](<https://www.sota2.com/research/paper/68fa669c1e209131cea11672.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63871e209131ce9ff485.md>)

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

### CRN

mIoU: 16.5. Result ID: 698eea3e3a6c314849f35c16.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea3294b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63871e209131ce9ff485.md>)

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

### SIMS

mIoU: 13.1. Result ID: 698cfcca8b517eb4331e2d85.

[Reporting paper](<https://www.sota2.com/research/paper/68fa669c1e209131cea11672.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa644e1e209131cea03eb1.md>)

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

### SIMS

mIoU: 13.1. Result ID: 698eea3e3a6c314849f35c18.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2d1e209131cea3294b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa644e1e209131cea03eb1.md>)

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

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