# Semantic Segmentation on ADE20K-C 15 corruptions (test)

Source: [Semantic Segmentation on ADE20K-C 15 corruptions (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-15-corruptions-test>)

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

Data updated: 2026-04-02T08:42:47.937Z

Evaluation of Semantic Segmentation robustness on the test split of the ADE20K-C dataset, measuring performance across 15 specific image corruption types (e.g., brightness, fog, JPEG compression) and their average.

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 Segmentation |
| Dataset (including any stated split) | ADE20K-C 15 corruptions (test) |
| Metric | Brightness |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Brightness](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-15-corruptions-test.md?metric=Brightness>): Higher is better; unit: PERCENT.

- [Contrast](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-15-corruptions-test.md?metric=Contrast>): Higher is better; unit: PERCENT.

- [Defocus](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-15-corruptions-test.md?metric=Defocus>): Higher is better; unit: PERCENT.

- [Elastic Deformation](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-15-corruptions-test.md?metric=Elastic%20Deformation>): Higher is better; unit: PERCENT.

- [Fog](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-15-corruptions-test.md?metric=Fog>): Higher is better; unit: PERCENT.

- [Frost](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-15-corruptions-test.md?metric=Frost>): Higher is better; unit: PERCENT.

- [Gaussian Noise](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-15-corruptions-test.md?metric=Gaussian%20Noise>): Higher is better; unit: PERCENT.

- [Glass Blur](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-15-corruptions-test.md?metric=Glass%20Blur>): Higher is better; unit: PERCENT.

- [Impulse Noise](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-15-corruptions-test.md?metric=Impulse%20Noise>): Higher is better; unit: PERCENT.

- [JPEG Compression](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-15-corruptions-test.md?metric=JPEG%20Compression>): Higher is better; unit: PERCENT.

- [Motion Blur](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-15-corruptions-test.md?metric=Motion%20Blur>): Higher is better; unit: PERCENT.

- [Pixelate](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-15-corruptions-test.md?metric=Pixelate>): Higher is better; unit: PERCENT.

- [Shot Noise](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-15-corruptions-test.md?metric=Shot%20Noise>): Higher is better; unit: PERCENT.

- [Snow](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-15-corruptions-test.md?metric=Snow>): Higher is better; unit: PERCENT.

- [Zoom Blur](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-15-corruptions-test.md?metric=Zoom%20Blur>): Higher is better; unit: PERCENT.

- [Average Score](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-15-corruptions-test.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

- [mIoU](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-15-corruptions-test.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Brightness | Result date | Report paper |
| --- | --- | --- | --- |
| VICT | 44.4 | Not recorded | 68fa779d1e209131cea745cd |
| Painter | 44.1 | Not recorded | 68fa779d1e209131cea745cd |
| VICT | 44 | Not recorded | 68fa779d1e209131cea745cd |
| Painter | 43.4 | Not recorded | 68fa779d1e209131cea745cd |

### VICT

Brightness: 44.4. Result ID: 699553463badfaffe643617e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cd.md>)

[Implementation](<https://github.com/Jiahao000/VICT>)

Recorded evaluation configuration: {"Evaluation protocol":"one-shot setting","Corruption level":"4"}. This record does not assert independent reproduction.

### Painter

Brightness: 44.1. Result ID: 699553463badfaffe643617d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee51e209131cea42b1f.md>)

[Implementation](<https://github.com/baaivision/Painter>)

Recorded evaluation configuration: {"Evaluation protocol":"one-shot setting","Corruption level":"4"}. This record does not assert independent reproduction.

### VICT

Brightness: 44. Result ID: 699553463badfaffe643617c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cd.md>)

[Implementation](<https://github.com/Jiahao000/VICT>)

Recorded evaluation configuration: {"Evaluation protocol":"zero-shot setting","Corruption level":"4"}. This record does not assert independent reproduction.

### Painter

Brightness: 43.4. Result ID: 699553463badfaffe643617b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee51e209131cea42b1f.md>)

[Implementation](<https://github.com/baaivision/Painter>)

Recorded evaluation configuration: {"Evaluation protocol":"zero-shot setting","Corruption level":"4"}. This record does not assert independent reproduction.

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