# Semantic Segmentation on WildDash 2 (val)

Source: [Semantic Segmentation on WildDash 2 (val)](<https://www.sota2.com/research/sota/semantic-segmentation-on-wilddash-2-val>)

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

Data updated: 2026-02-26T06:10:26.835Z

Evaluation of Semantic Segmentation performance on the validation split of the WildDash 2 dataset, typically measured using Mean Intersection over Union (mIoU).

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) | WildDash 2 (val) |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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-segmentation-on-wilddash-2-val.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| DeepLab-ASPP | 54 | Not recorded | 68fa71e11e209131cea5385f |
| SSIW | 37.9 | Not recorded | 68fa73081e209131cea59f0a |
| Porzi | 37.1 | Not recorded | 68fa73081e209131cea59f0a |
| Mseg | 34.6 | Not recorded | 68fa73081e209131cea59f0a |
| Ours | 32.2 | Not recorded | 68fa71e11e209131cea5385f |
| CLIP-ES | 24.7 | Not recorded | 68fa71e11e209131cea5385f |
| AMN | 18.8 | Not recorded | 68fa71e11e209131cea5385f |
| CAM | 15.2 | Not recorded | 68fa71e11e209131cea5385f |
| CLIMS | 1 | Not recorded | 68fa71e11e209131cea5385f |

### DeepLab-ASPP

mIoU: 54. Result ID: 6991ff9e3a6c3148490bf1fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71e11e209131cea5385f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63541e209131ce9fe382.md>)

[Implementation](<http://liangchiehchen.com/projects/DeepLab.html>)

Recorded evaluation configuration: {"Supervision":"Full supervision"}. This record does not assert independent reproduction.

### SSIW

mIoU: 37.9. Result ID: 69928d4d3a6c3148490fb9b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73081e209131cea59f0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73081e209131cea59f0a.md>)

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

### Porzi

mIoU: 37.1. Result ID: 69928d4d3a6c3148490fb9b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73081e209131cea59f0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65be1e209131cea0c19a.md>)

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

### Mseg

mIoU: 34.6. Result ID: 69928d4d3a6c3148490fb9b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73081e209131cea59f0a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7c1e209131cea2e7ec.md>)

[Implementation](<http://github.com/mseg-dataset/mseg-semantic>)

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

### Ours

mIoU: 32.2. Result ID: 6991ff9e3a6c3148490bf1ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71e11e209131cea5385f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71e11e209131cea5385f.md>)

[Implementation](<https://github.com/k0u-id/CARB>)

Recorded evaluation configuration: {"Supervision":"Weakly-supervised"}. This record does not assert independent reproduction.

### CLIP-ES

mIoU: 24.7. Result ID: 6991ff9e3a6c3148490bf1fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71e11e209131cea5385f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ece1e209131cea4245e.md>)

[Implementation](<https://github.com/linyq2117/CLIP-ES>)

Recorded evaluation configuration: {"Supervision":"Weakly-supervised"}. This record does not assert independent reproduction.

### AMN

mIoU: 18.8. Result ID: 6991ff9e3a6c3148490bf1fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71e11e209131cea5385f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c191e209131cea32239.md>)

[Implementation](<https://github.com/gaviotas/AMN>)

Recorded evaluation configuration: {"Supervision":"Weakly-supervised"}. This record does not assert independent reproduction.

### CAM

mIoU: 15.2. Result ID: 6991ff9e3a6c3148490bf1fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71e11e209131cea5385f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa622e1e209131ce9f7fd2.md>)

[Implementation](<http://cnnlocalization.csail.mit.edu/>)

Recorded evaluation configuration: {"Supervision":"Weakly-supervised"}. This record does not assert independent reproduction.

### CLIMS

mIoU: 1. Result ID: 6991ff9e3a6c3148490bf1fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71e11e209131cea5385f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1b1e209131cea323b6.md>)

Recorded evaluation configuration: {"Supervision":"Weakly-supervised"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.