# Semantic Segmentation on WHU-OPT-SAR RGB-Phy

Source: [Semantic Segmentation on WHU-OPT-SAR RGB-Phy](<https://www.sota2.com/research/sota/semantic-segmentation-on-whu-opt-sar-rgb-phy>)

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

Data updated: 2026-03-31T09:43:50.036Z

Evaluation of Semantic Segmentation performance on the WHU-OPT-SAR RGB-Phy dataset, reporting 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) | WHU-OPT-SAR RGB-Phy |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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-opt-sar-rgb-phy.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| SkySense-O+PriorSeg | 42.98 | Not recorded | 69cb555c0636e5bf4afca215 |
| SkySense-O | 39.83 | Not recorded | 69cb555c0636e5bf4afca215 |
| CAT-SEG+PriorSeg | 39.47 | Not recorded | 69cb555c0636e5bf4afca215 |
| SegEarth-OV+PriorSeg | 35.74 | Not recorded | 69cb555c0636e5bf4afca215 |
| CAT-SEG | 35.22 | Not recorded | 69cb555c0636e5bf4afca215 |
| SAN+PriorSeg | 32.71 | Not recorded | 69cb555c0636e5bf4afca215 |
| SegEarth-OV | 31.61 | Not recorded | 69cb555c0636e5bf4afca215 |
| SegGPT+PriorSeg | 29.33 | Not recorded | 69cb555c0636e5bf4afca215 |
| DINOv+PriorSeg | 28.67 | Not recorded | 69cb555c0636e5bf4afca215 |
| SAN | 25.97 | Not recorded | 69cb555c0636e5bf4afca215 |
| SegGPT | 23.42 | Not recorded | 69cb555c0636e5bf4afca215 |
| DINOv | 22.74 | Not recorded | 69cb555c0636e5bf4afca215 |

### SkySense-O+PriorSeg

mIoU: 42.98. Result ID: 69cb975047f34ce924b44597.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca215.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca215.md>)

Recorded evaluation configuration: {"Evaluation protocol":"Zero-shot","Module":"PriorSeg"}. This record does not assert independent reproduction.

### SkySense-O

mIoU: 39.83. Result ID: 69cb975047f34ce924b44596.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca215.md>)

Recorded evaluation configuration: {"Publication":"CVPR 2025","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction.

### CAT-SEG+PriorSeg

mIoU: 39.47. Result ID: 69cb975047f34ce924b44593.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca215.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca215.md>)

Recorded evaluation configuration: {"Evaluation protocol":"Zero-shot","Module":"PriorSeg"}. This record does not assert independent reproduction.

### SegEarth-OV+PriorSeg

mIoU: 35.74. Result ID: 69cb975047f34ce924b44595.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca215.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca215.md>)

Recorded evaluation configuration: {"Evaluation protocol":"Zero-shot","Module":"PriorSeg"}. This record does not assert independent reproduction.

### CAT-SEG

mIoU: 35.22. Result ID: 69cb975047f34ce924b44592.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca215.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b11e209131cea57ef4.md>)

[Implementation](<https://ku-cvlab.github.io/CAT-Seg/>)

Recorded evaluation configuration: {"Publication":"CVPR 2024","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction.

### SAN+PriorSeg

mIoU: 32.71. Result ID: 69cb975047f34ce924b44591.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca215.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca215.md>)

Recorded evaluation configuration: {"Evaluation protocol":"Zero-shot","Module":"PriorSeg"}. This record does not assert independent reproduction.

### SegEarth-OV

mIoU: 31.61. Result ID: 69cb975047f34ce924b44594.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca215.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75911e209131cea68af9.md>)

[Implementation](<https://likyoo.github.io/SegEarth-OV>)

Recorded evaluation configuration: {"Publication":"Arxiv 2024","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction.

### SegGPT+PriorSeg

mIoU: 29.33. Result ID: 69cb975047f34ce924b4458d.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca215.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca215.md>)

Recorded evaluation configuration: {"Evaluation protocol":"Zero-shot","Module":"PriorSeg"}. This record does not assert independent reproduction.

### DINOv+PriorSeg

mIoU: 28.67. Result ID: 69cb975047f34ce924b4458f.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca215.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca215.md>)

Recorded evaluation configuration: {"Evaluation protocol":"Zero-shot","Module":"PriorSeg"}. This record does not assert independent reproduction.

### SAN

mIoU: 25.97. Result ID: 69cb975047f34ce924b44590.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca215.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecc1e209131cea42379.md>)

[Implementation](<https://mendelxu.github.io/SAN>)

Recorded evaluation configuration: {"Publication":"CVPR 2023","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction.

### SegGPT

mIoU: 23.42. Result ID: 69cb975047f34ce924b4458c.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca215.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f081e209131cea43705.md>)

[Implementation](<https://github.com/baaivision/Painter>)

Recorded evaluation configuration: {"Publication":"ICCV 2023","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction.

### DINOv

mIoU: 22.74. Result ID: 69cb975047f34ce924b4458e.

[Reporting paper](<https://www.sota2.com/research/paper/69cb555c0636e5bf4afca215.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa713e1e209131cea50077.md>)

[Implementation](<https://github.com/UX-Decoder/DINOv>)

Recorded evaluation configuration: {"Publication":"CVPR 2023","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction.

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