# Semantic Segmentation on ADE20K-C level 2 corruptions (val)

Source: [Semantic Segmentation on ADE20K-C level 2 corruptions (val)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-2-corruptions-val>)

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

Data updated: 2026-02-26T06:10:54.524Z

Evaluation of Semantic Segmentation performance on the ADE20K-C level 2 subset, focusing on robustness metrics across various image degradations (e.g., brightness, fog, JPEG compression, motion blur).

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 level 2 corruptions (val) |
| Metric | mIoU (Brightness) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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 (Brightness)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-2-corruptions-val.md?metric=mIoU%20(Brightness)>): Higher is better; unit: PERCENT.

- [mIoU (Contrast)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-2-corruptions-val.md?metric=mIoU%20(Contrast)>): Higher is better; unit: PERCENT.

- [mIoU (Defocus)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-2-corruptions-val.md?metric=mIoU%20(Defocus)>): Higher is better; unit: PERCENT.

- [mIoU (Elastic)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-2-corruptions-val.md?metric=mIoU%20(Elastic)>): Higher is better; unit: PERCENT.

- [mIoU (Fog)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-2-corruptions-val.md?metric=mIoU%20(Fog)>): Higher is better; unit: PERCENT.

- [mIoU (Frost)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-2-corruptions-val.md?metric=mIoU%20(Frost)>): Higher is better; unit: PERCENT.

- [mIoU (Gaussian Noise)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-2-corruptions-val.md?metric=mIoU%20(Gaussian%20Noise)>): Higher is better; unit: PERCENT.

- [mIoU (Glass Blur)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-2-corruptions-val.md?metric=mIoU%20(Glass%20Blur)>): Higher is better; unit: PERCENT.

- [mIoU (Impulse Noise)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-2-corruptions-val.md?metric=mIoU%20(Impulse%20Noise)>): Higher is better; unit: PERCENT.

- [mIoU (JPEG Compression)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-2-corruptions-val.md?metric=mIoU%20(JPEG%20Compression)>): Higher is better; unit: PERCENT.

- [mIoU (Motion Blur)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-2-corruptions-val.md?metric=mIoU%20(Motion%20Blur)>): Higher is better; unit: PERCENT.

- [mIoU (Pixelation)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-2-corruptions-val.md?metric=mIoU%20(Pixelation)>): Higher is better; unit: PERCENT.

- [mIoU (Shot Noise)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-2-corruptions-val.md?metric=mIoU%20(Shot%20Noise)>): Higher is better; unit: PERCENT.

- [mIoU (Snow)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-2-corruptions-val.md?metric=mIoU%20(Snow)>): Higher is better; unit: PERCENT.

- [mIoU (Zoom Blur)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-2-corruptions-val.md?metric=mIoU%20(Zoom%20Blur)>): Higher is better; unit: PERCENT.

- [mIoU (Average)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-2-corruptions-val.md?metric=mIoU%20(Average)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU (Brightness) | Result date | Report paper |
| --- | --- | --- | --- |
| VICT | 47.8 | Not recorded | 68fa779d1e209131cea745cd |
| VICT | 47.5 | Not recorded | 68fa779d1e209131cea745cd |
| Painter | 47.1 | Not recorded | 68fa779d1e209131cea745cd |
| Painter | 47.1 | Not recorded | 68fa779d1e209131cea745cd |

### VICT

mIoU (Brightness): 47.8. Result ID: 699553463badfaffe643610a.

[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"}. This record does not assert independent reproduction.

### VICT

mIoU (Brightness): 47.5. Result ID: 699553463badfaffe6436108.

[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"}. This record does not assert independent reproduction.

### Painter

mIoU (Brightness): 47.1. Result ID: 699553463badfaffe6436107.

[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"}. This record does not assert independent reproduction.

### Painter

mIoU (Brightness): 47.1. Result ID: 699553463badfaffe6436109.

[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"}. This record does not assert independent reproduction.

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