# Semantic Segmentation on Desert terrain dataset (val)

Source: [Semantic Segmentation on Desert terrain dataset (val)](<https://www.sota2.com/research/sota/semantic-segmentation-on-desert-terrain-dataset-val>)

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

Data updated: 2026-03-19T07:54:26.630Z

Evaluation of Semantic Segmentation performance on the validation split of the Desert terrain dataset, reporting mIoU and PA.

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) | Desert terrain dataset (val) |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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-desert-terrain-dataset-val.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [Pixel Accuracy (PA)](<https://www.sota2.com/research/sota/semantic-segmentation-on-desert-terrain-dataset-val.md?metric=Pixel%20Accuracy%20(PA)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| DesertFormer | 64.4 | Not recorded | 69bb82eb0636e5bf4afc1890 |
| DeepLabV3 | 41 | Not recorded | 69bb82eb0636e5bf4afc1890 |

### DesertFormer

mIoU: 64.4. Result ID: 69bbab9447f34ce924a54db7.

[Reporting paper](<https://www.sota2.com/research/paper/69bb82eb0636e5bf4afc1890.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bb82eb0636e5bf4afc1890.md>)

Recorded evaluation configuration: {"Backbone":"MiT-B2"}. This record does not assert independent reproduction.

### DeepLabV3

mIoU: 41. Result ID: 69bbab9447f34ce924a54db6.

[Reporting paper](<https://www.sota2.com/research/paper/69bb82eb0636e5bf4afc1890.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64b91e209131cea06121.md>)

[Implementation](<https://github.com/tensorflow/models/tree/master/research/deeplab>)

Recorded evaluation configuration: {"Backbone":"MobileNetV2"}. This record does not assert independent reproduction.

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