# Semantic Segmentation on iSAID (test)

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

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

Data updated: 2026-04-30T07:04:40.951Z

Evaluation of Semantic Segmentation performance on the test split of the iSAID 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 (test) |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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-test.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| CorrCLIP | 25.5 | Not recorded | 69f2e22355a3c32af89fc6c5 |
| SeeCo+ProxyCLIP | 22.7 | Not recorded | 69f2e22355a3c32af89fc6c5 |
| SeeCo+SegEarth-OV | 22.2 | Not recorded | 69f2e22355a3c32af89fc6c5 |
| SegEarth-OV | 21.7 | Not recorded | 69f2e22355a3c32af89fc6c5 |
| ProxyCLIP | 21.4 | Not recorded | 69f2e22355a3c32af89fc6c5 |
| SeeCo+ClearCLIP | 19.5 | Not recorded | 69f2e22355a3c32af89fc6c5 |
| ClearCLIP | 18.2 | Not recorded | 69f2e22355a3c32af89fc6c5 |
| GEM | 17.7 | Not recorded | 69f2e22355a3c32af89fc6c5 |
| SCLIP | 16.1 | Not recorded | 69f2e22355a3c32af89fc6c5 |
| MaskCLIP | 14.5 | Not recorded | 69f2e22355a3c32af89fc6c5 |
| CLIP | 7.5 | Not recorded | 69f2e22355a3c32af89fc6c5 |

### CorrCLIP

mIoU: 25.5. Result ID: 69f2ff0647f34ce924d8ed47.

[Reporting paper](<https://www.sota2.com/research/paper/69f2e22355a3c32af89fc6c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a561e209131cea8293c.md>)

[Implementation](<https://github.com/zdk258/CorrCLIP>)

Recorded evaluation configuration: {"Learning Strategy":"Training-free"}. This record does not assert independent reproduction.

### SeeCo+ProxyCLIP

mIoU: 22.7. Result ID: 69f2ff0647f34ce924d8ed4c.

[Reporting paper](<https://www.sota2.com/research/paper/69f2e22355a3c32af89fc6c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f2e22355a3c32af89fc6c5.md>)

Recorded evaluation configuration: {"Learning Strategy":"Training-free"}. This record does not assert independent reproduction.

### SeeCo+SegEarth-OV

mIoU: 22.2. Result ID: 69f2ff0647f34ce924d8ed4d.

[Reporting paper](<https://www.sota2.com/research/paper/69f2e22355a3c32af89fc6c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f2e22355a3c32af89fc6c5.md>)

Recorded evaluation configuration: {"Learning Strategy":"Training-free"}. This record does not assert independent reproduction.

### SegEarth-OV

mIoU: 21.7. Result ID: 69f2ff0647f34ce924d8ed4a.

[Reporting paper](<https://www.sota2.com/research/paper/69f2e22355a3c32af89fc6c5.md>)

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

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

Recorded evaluation configuration: {"Learning Strategy":"Training-free"}. This record does not assert independent reproduction.

### ProxyCLIP

mIoU: 21.4. Result ID: 69f2ff0647f34ce924d8ed49.

[Reporting paper](<https://www.sota2.com/research/paper/69f2e22355a3c32af89fc6c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa746f1e209131cea61bca.md>)

[Implementation](<https://github.com/mc-lan/ProxyCLIP>)

Recorded evaluation configuration: {"Learning Strategy":"Training-free"}. This record does not assert independent reproduction.

### SeeCo+ClearCLIP

mIoU: 19.5. Result ID: 69f2ff0647f34ce924d8ed4b.

[Reporting paper](<https://www.sota2.com/research/paper/69f2e22355a3c32af89fc6c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f2e22355a3c32af89fc6c5.md>)

Recorded evaluation configuration: {"Learning Strategy":"Training-free"}. This record does not assert independent reproduction.

### ClearCLIP

mIoU: 18.2. Result ID: 69f2ff0647f34ce924d8ed48.

[Reporting paper](<https://www.sota2.com/research/paper/69f2e22355a3c32af89fc6c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74231e209131cea5fe92.md>)

Recorded evaluation configuration: {"Learning Strategy":"Training-free"}. This record does not assert independent reproduction.

### GEM

mIoU: 17.7. Result ID: 69f2ff0647f34ce924d8ed45.

[Reporting paper](<https://www.sota2.com/research/paper/69f2e22355a3c32af89fc6c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71711e209131cea51429.md>)

[Implementation](<https://github.com/WalBouss/GEM>)

Recorded evaluation configuration: {"Learning Strategy":"Training-free"}. This record does not assert independent reproduction.

### SCLIP

mIoU: 16.1. Result ID: 69f2ff0647f34ce924d8ed46.

[Reporting paper](<https://www.sota2.com/research/paper/69f2e22355a3c32af89fc6c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa775d1e209131cea72b93.md>)

Recorded evaluation configuration: {"Learning Strategy":"Training-free"}. This record does not assert independent reproduction.

### MaskCLIP

mIoU: 14.5. Result ID: 69f2ff0647f34ce924d8ed44.

[Reporting paper](<https://www.sota2.com/research/paper/69f2e22355a3c32af89fc6c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d1f1e209131cea37ece.md>)

Recorded evaluation configuration: {"Learning Strategy":"Training-free"}. This record does not assert independent reproduction.

### CLIP

mIoU: 7.5. Result ID: 69f2ff0647f34ce924d8ed43.

[Reporting paper](<https://www.sota2.com/research/paper/69f2e22355a3c32af89fc6c5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Learning Strategy":"Training-free"}. This record does not assert independent reproduction.

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