# Open-Vocabulary Semantic Segmentation on DDHR-SK

Source: [Open-Vocabulary Semantic Segmentation on DDHR-SK](<https://www.sota2.com/research/sota/open-vocabulary-semantic-segmentation-on-ddhr-sk>)

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

Data updated: 2026-03-19T09:26:48.064Z

Evaluation of Open-Vocabulary Semantic Segmentation performance on the DDHR-SK dataset, reporting metrics such as 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) | DDHR-SK |
| 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-ddhr-sk.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| MM-OVSeg | 73.1 | Not recorded | 69bb83230636e5bf4afc1b8d |
| GSNet | 55 | Not recorded | 69bb83230636e5bf4afc1b8d |
| CAT-Seg | 54.2 | Not recorded | 69bb83230636e5bf4afc1b8d |
| FGA-Seg | 51.6 | Not recorded | 69bb83230636e5bf4afc1b8d |
| EBSeg | 51.1 | Not recorded | 69bb83230636e5bf4afc1b8d |
| SegEarth-OV | 17.6 | Not recorded | 69bb83230636e5bf4afc1b8d |

### MM-OVSeg

mIoU: 73.1. Result ID: 69bbc15247f34ce924a5f478.

[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: 55. Result ID: 69bbc15247f34ce924a5f475.

[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: 54.2. Result ID: 69bbc15247f34ce924a5f473.

[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: 51.6. Result ID: 69bbc15247f34ce924a5f477.

[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.

### EBSeg

mIoU: 51.1. Result ID: 69bbc15247f34ce924a5f474.

[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.

### SegEarth-OV

mIoU: 17.6. Result ID: 69bbc15247f34ce924a5f476.

[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.

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