# Semantic Segmentation on ADE20K-C level 5 (test)

Source: [Semantic Segmentation on ADE20K-C level 5 (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-5-test>)

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

Data updated: 2026-02-26T05:37:56.671Z

Evaluation of Semantic Segmentation performance on the ADE20K-C dataset, specifically focusing on the robustness metrics measured at severity level 5 across various image degradations (e.g., Gaussian noise, motion blur, fog, JPEG compression).

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 5 (test) |
| Metric | Brightness Degradation Score |
| Unit | SCALAR |
| Direction | Lower 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

- [Brightness Degradation Score](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-5-test.md?metric=Brightness%20Degradation%20Score>): Lower is better; unit: SCALAR.

- [Contrast Degradation Score](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-5-test.md?metric=Contrast%20Degradation%20Score>): Lower is better; unit: SCALAR.

- [Defocus Degradation Score](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-5-test.md?metric=Defocus%20Degradation%20Score>): Lower is better; unit: SCALAR.

- [Elastic Transformation Degradation Score](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-5-test.md?metric=Elastic%20Transformation%20Degradation%20Score>): Lower is better; unit: SCALAR.

- [Fog Degradation Score](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-5-test.md?metric=Fog%20Degradation%20Score>): Lower is better; unit: SCALAR.

- [Frost Degradation Score](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-5-test.md?metric=Frost%20Degradation%20Score>): Lower is better; unit: SCALAR.

- [Gaussian Noise Degradation Score](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-5-test.md?metric=Gaussian%20Noise%20Degradation%20Score>): Lower is better; unit: SCALAR.

- [Glass Blur Degradation Score](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-5-test.md?metric=Glass%20Blur%20Degradation%20Score>): Lower is better; unit: SCALAR.

- [Impulse Noise Degradation Score](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-5-test.md?metric=Impulse%20Noise%20Degradation%20Score>): Lower is better; unit: SCALAR.

- [JPEG Compression Degradation Score](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-5-test.md?metric=JPEG%20Compression%20Degradation%20Score>): Lower is better; unit: SCALAR.

- [Motion Blur Degradation Score](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-5-test.md?metric=Motion%20Blur%20Degradation%20Score>): Lower is better; unit: SCALAR.

- [Pixelate Degradation Score](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-5-test.md?metric=Pixelate%20Degradation%20Score>): Lower is better; unit: SCALAR.

- [Shot Noise Degradation Score](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-5-test.md?metric=Shot%20Noise%20Degradation%20Score>): Lower is better; unit: SCALAR.

- [Snow Degradation Score](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-5-test.md?metric=Snow%20Degradation%20Score>): Lower is better; unit: SCALAR.

- [Zoom Blur Degradation Score](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-5-test.md?metric=Zoom%20Blur%20Degradation%20Score>): Lower is better; unit: SCALAR.

- [Average Degradation Score (Severity 5)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-c-level-5-test.md?metric=Average%20Degradation%20Score%20(Severity%205)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Brightness Degradation Score | Result date | Report paper |
| --- | --- | --- | --- |
| Painter | 40.4 | Not recorded | 68fa779d1e209131cea745cd |
| VICT | 40.9 | Not recorded | 68fa779d1e209131cea745cd |
| Painter | 40.9 | Not recorded | 68fa779d1e209131cea745cd |
| VICT | 41.7 | Not recorded | 68fa779d1e209131cea745cd |

### Painter

Brightness Degradation Score: 40.4. Result ID: 699553463badfaffe6436163.

[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: {"setting":"zero-shot"}. This record does not assert independent reproduction.

### VICT

Brightness Degradation Score: 40.9. Result ID: 699553463badfaffe6436164.

[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: {"setting":"zero-shot"}. This record does not assert independent reproduction.

### Painter

Brightness Degradation Score: 40.9. Result ID: 699553463badfaffe6436165.

[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: {"setting":"one-shot"}. This record does not assert independent reproduction.

### VICT

Brightness Degradation Score: 41.7. Result ID: 699553463badfaffe6436166.

[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: {"setting":"one-shot"}. This record does not assert independent reproduction.

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