# Semantic Segmentation on iSAID RGB-Only

Source: [Semantic Segmentation on iSAID RGB-Only](<https://www.sota2.com/research/sota/semantic-segmentation-on-isaid-rgb-only>)

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

Data updated: 2026-03-31T09:43:49.957Z

Evaluation of Semantic Segmentation performance on the iSAID RGB-Only 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) | iSAID RGB-Only |
| 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-isaid-rgb-only.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| SkySense-O+PriorSeg | 45.23 | Not recorded | 69cb555c0636e5bf4afca215 |
| SkySense-O | 43.92 | Not recorded | 69cb555c0636e5bf4afca215 |
| SegGPT+PriorSeg | 32.18 | Not recorded | 69cb555c0636e5bf4afca215 |
| SegGPT | 29.17 | Not recorded | 69cb555c0636e5bf4afca215 |
| DINOv+PriorSeg | 27.39 | Not recorded | 69cb555c0636e5bf4afca215 |
| DINOv | 25.35 | Not recorded | 69cb555c0636e5bf4afca215 |
| CAT-SEG+PriorSeg | 23.55 | Not recorded | 69cb555c0636e5bf4afca215 |
| SegEarth-OV+PriorSeg | 22.85 | Not recorded | 69cb555c0636e5bf4afca215 |
| SegEarth-OV | 21.7 | Not recorded | 69cb555c0636e5bf4afca215 |
| CAT-SEG | 20.58 | Not recorded | 69cb555c0636e5bf4afca215 |
| SAN+PriorSeg | 15.24 | Not recorded | 69cb555c0636e5bf4afca215 |
| SAN | 11.77 | Not recorded | 69cb555c0636e5bf4afca215 |

### SkySense-O+PriorSeg

mIoU: 45.23. Result ID: 69cb975047f34ce924b4457f.

[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: 43.92. Result ID: 69cb975047f34ce924b4457e.

[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.

### SegGPT+PriorSeg

mIoU: 32.18. Result ID: 69cb975047f34ce924b44575.

[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.

### SegGPT

mIoU: 29.17. Result ID: 69cb975047f34ce924b44574.

[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+PriorSeg

mIoU: 27.39. Result ID: 69cb975047f34ce924b44577.

[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

mIoU: 25.35. Result ID: 69cb975047f34ce924b44576.

[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.

### CAT-SEG+PriorSeg

mIoU: 23.55. Result ID: 69cb975047f34ce924b4457b.

[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: 22.85. Result ID: 69cb975047f34ce924b4457d.

[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: 21.7. Result ID: 69cb975047f34ce924b4457c.

[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.

### CAT-SEG

mIoU: 20.58. Result ID: 69cb975047f34ce924b4457a.

[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: 15.24. Result ID: 69cb975047f34ce924b44579.

[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: 11.77. Result ID: 69cb975047f34ce924b44578.

[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.

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