# Semantic Segmentation on WHU-OHS Cross-Regional

Source: [Semantic Segmentation on WHU-OHS Cross-Regional](<https://www.sota2.com/research/sota/semantic-segmentation-on-whu-ohs-cross-regional>)

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

Data updated: 2026-03-17T07:50:06.747Z

Evaluation of Semantic Segmentation performance on the WHU-OHS Cross-Regional dataset, reporting mIoU and mAcc.

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) | WHU-OHS Cross-Regional |
| 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-whu-ohs-cross-regional.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [mAcc](<https://www.sota2.com/research/sota/semantic-segmentation-on-whu-ohs-cross-regional.md?metric=mAcc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| SpectralMoE | 59.83 | Not recorded | 69b8e0080636e5bf4afbe9d4 |
| DepthForge | 56.61 | Not recorded | 69b8e0080636e5bf4afbe9d4 |
| FADA | 53.51 | Not recorded | 69b8e0080636e5bf4afbe9d4 |
| REIN | 48.71 | Not recorded | 69b8e0080636e5bf4afbe9d4 |
| SET | 47.38 | Not recorded | 69b8e0080636e5bf4afbe9d4 |
| DOFA | 46.03 | Not recorded | 69b8e0080636e5bf4afbe9d4 |
| SenPaMAE | 45.76 | Not recorded | 69b8e0080636e5bf4afbe9d4 |
| DSTC | 43.09 | Not recorded | 69b8e0080636e5bf4afbe9d4 |
| Copernicus | 42.87 | Not recorded | 69b8e0080636e5bf4afbe9d4 |

### SpectralMoE

mIoU: 59.83. Result ID: 69b905b247f34ce924a13a52.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0080636e5bf4afbe9d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8e0080636e5bf4afbe9d4.md>)

Recorded evaluation configuration: {"Model Category":"Ours"}. This record does not assert independent reproduction.

### DepthForge

mIoU: 56.61. Result ID: 69b905b247f34ce924a13a51.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0080636e5bf4afbe9d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a0d1e209131cea80d3a.md>)

Recorded evaluation configuration: {"Model Category":"Foundation model-based DGSS Models"}. This record does not assert independent reproduction.

### FADA

mIoU: 53.51. Result ID: 69b905b247f34ce924a13a4f.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0080636e5bf4afbe9d4.md>)

Recorded evaluation configuration: {"Model Category":"Foundation model-based DGSS Models"}. This record does not assert independent reproduction.

### REIN

mIoU: 48.71. Result ID: 69b905b247f34ce924a13a50.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0080636e5bf4afbe9d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72eb1e209131cea59382.md>)

[Implementation](<https://github.com/w1oves/Rein.git>)

Recorded evaluation configuration: {"Model Category":"Foundation model-based DGSS Models"}. This record does not assert independent reproduction.

### SET

mIoU: 47.38. Result ID: 69b905b247f34ce924a13a4e.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0080636e5bf4afbe9d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74461e209131cea60ac9.md>)

Recorded evaluation configuration: {"Model Category":"Foundation model-based DGSS Models"}. This record does not assert independent reproduction.

### DOFA

mIoU: 46.03. Result ID: 69b905b247f34ce924a13a4d.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0080636e5bf4afbe9d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c2d1e209131cea8ce35.md>)

Recorded evaluation configuration: {"Model Category":"Remote Sensing Foundation Models","Backbone Status":"Freeze Backbone"}. This record does not assert independent reproduction.

### SenPaMAE

mIoU: 45.76. Result ID: 69b905b247f34ce924a13a4b.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0080636e5bf4afbe9d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74901e209131cea62831.md>)

Recorded evaluation configuration: {"Model Category":"Remote Sensing Foundation Models","Backbone Status":"Freeze Backbone"}. This record does not assert independent reproduction.

### DSTC

mIoU: 43.09. Result ID: 69b905b247f34ce924a13a4a.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0080636e5bf4afbe9d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c81e209131cea754fe.md>)

Recorded evaluation configuration: {"Model Category":"Spectral Remote Sensing Domain Generalized Semantic Segmentation Models"}. This record does not assert independent reproduction.

### Copernicus

mIoU: 42.87. Result ID: 69b905b247f34ce924a13a4c.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e0080636e5bf4afbe9d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a561e209131cea8296c.md>)

Recorded evaluation configuration: {"Model Category":"Remote Sensing Foundation Models","Backbone Status":"Freeze Backbone"}. This record does not assert independent reproduction.

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