# Open-Vocabulary Semantic Segmentation on PIE-RGB-SAR clean

Source: [Open-Vocabulary Semantic Segmentation on PIE-RGB-SAR clean](<https://www.sota2.com/research/sota/open-vocabulary-semantic-segmentation-on-pie-rgb-sar-clean>)

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

Data updated: 2026-03-19T09:26:48.127Z

Evaluation of Open-Vocabulary Semantic Segmentation performance on the PIE-RGB-SAR clean dataset, reporting 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 | Open-Vocabulary Semantic Segmentation |
| Dataset (including any stated split) | PIE-RGB-SAR clean |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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/open-vocabulary-semantic-segmentation-on-pie-rgb-sar-clean.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| MM-OVSeg | 59.7 | Not recorded | 69bb83230636e5bf4afc1b8d |
| GSNet | 57.2 | Not recorded | 69bb83230636e5bf4afc1b8d |
| CAT-Seg | 55.8 | Not recorded | 69bb83230636e5bf4afc1b8d |
| FGA-Seg | 52.1 | Not recorded | 69bb83230636e5bf4afc1b8d |
| SegEarth-OV | 51.8 | Not recorded | 69bb83230636e5bf4afc1b8d |
| EBSeg | 51 | Not recorded | 69bb83230636e5bf4afc1b8d |

### MM-OVSeg

mIoU: 59.7. Result ID: 69bbc15247f34ce924a5f48a.

[Reporting paper](<https://www.sota2.com/research/paper/69bb83230636e5bf4afc1b8d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bb83230636e5bf4afc1b8d.md>)

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

### GSNet

mIoU: 57.2. Result ID: 69bbc15247f34ce924a5f487.

[Reporting paper](<https://www.sota2.com/research/paper/69bb83230636e5bf4afc1b8d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76711e209131cea6d035.md>)

Recorded evaluation configuration: {"Publication":"AAAI’25"}. This record does not assert independent reproduction.

### CAT-Seg

mIoU: 55.8. Result ID: 69bbc15247f34ce924a5f485.

[Reporting paper](<https://www.sota2.com/research/paper/69bb83230636e5bf4afc1b8d.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’24"}. This record does not assert independent reproduction.

### FGA-Seg

mIoU: 52.1. Result ID: 69bbc15247f34ce924a5f489.

[Reporting paper](<https://www.sota2.com/research/paper/69bb83230636e5bf4afc1b8d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa767f1e209131cea6d742.md>)

Recorded evaluation configuration: {"Publication":"Arxiv’25"}. This record does not assert independent reproduction.

### SegEarth-OV

mIoU: 51.8. Result ID: 69bbc15247f34ce924a5f488.

[Reporting paper](<https://www.sota2.com/research/paper/69bb83230636e5bf4afc1b8d.md>)

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

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

Recorded evaluation configuration: {"Publication":"CVPR’25"}. This record does not assert independent reproduction.

### EBSeg

mIoU: 51. Result ID: 69bbc15247f34ce924a5f486.

[Reporting paper](<https://www.sota2.com/research/paper/69bb83230636e5bf4afc1b8d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73ad1e209131cea5dded.md>)

[Implementation](<https://github.com/slonetime/EBSeg>)

Recorded evaluation configuration: {"Publication":"CVPR’24"}. This record does not assert independent reproduction.

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