# Semantic Segmentation on YeSeg-OPT-SAR

Source: [Semantic Segmentation on YeSeg-OPT-SAR](<https://www.sota2.com/research/sota/semantic-segmentation-on-yeseg-opt-sar>)

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

Data updated: 2026-04-28T10:01:17.491Z

Evaluation of Semantic Segmentation performance on the YeSeg-OPT-SAR dataset, reporting Overall Accuracy (OA), Mean Intersection over Union (mIoU), and per-class User's Accuracy metrics.

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) | YeSeg-OPT-SAR |
| Metric | Overall Accuracy (OA) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Overall Accuracy (OA)](<https://www.sota2.com/research/sota/semantic-segmentation-on-yeseg-opt-sar.md?metric=Overall%20Accuracy%20(OA)>): Higher is better; unit: PERCENT.

- [mIoU](<https://www.sota2.com/research/sota/semantic-segmentation-on-yeseg-opt-sar.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [User's Accuracy (bare ground)](<https://www.sota2.com/research/sota/semantic-segmentation-on-yeseg-opt-sar.md?metric=User%27s%20Accuracy%20(bare%20ground)>): Higher is better; unit: PERCENT.

- [User's Accuracy (low vegetation)](<https://www.sota2.com/research/sota/semantic-segmentation-on-yeseg-opt-sar.md?metric=User%27s%20Accuracy%20(low%20vegetation)>): Higher is better; unit: PERCENT.

- [User's Accuracy (trees)](<https://www.sota2.com/research/sota/semantic-segmentation-on-yeseg-opt-sar.md?metric=User%27s%20Accuracy%20(trees)>): Higher is better; unit: PERCENT.

- [User's Accuracy (houses)](<https://www.sota2.com/research/sota/semantic-segmentation-on-yeseg-opt-sar.md?metric=User%27s%20Accuracy%20(houses)>): Higher is better; unit: PERCENT.

- [User's Accuracy (water)](<https://www.sota2.com/research/sota/semantic-segmentation-on-yeseg-opt-sar.md?metric=User%27s%20Accuracy%20(water)>): Higher is better; unit: PERCENT.

- [User's Accuracy (roads)](<https://www.sota2.com/research/sota/semantic-segmentation-on-yeseg-opt-sar.md?metric=User%27s%20Accuracy%20(roads)>): Higher is better; unit: PERCENT.

- [User's Accuracy (others)](<https://www.sota2.com/research/sota/semantic-segmentation-on-yeseg-opt-sar.md?metric=User%27s%20Accuracy%20(others)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Overall Accuracy (OA) | Result date | Report paper |
| --- | --- | --- | --- |
| TSMNet | 85.33 | Not recorded | 69f03f6c55a3c32af89fa42e |
| DenseCLIP | 85.13 | Not recorded | 69f03f6c55a3c32af89fa42e |
| MSSNet | 80.23 | Not recorded | 69f03f6c55a3c32af89fa42e |
| DDHRNet | 79.05 | Not recorded | 69f03f6c55a3c32af89fa42e |
| CMGFNet | 78.95 | Not recorded | 69f03f6c55a3c32af89fa42e |
| Deeplab v3+ | 78.42 | Not recorded | 69f03f6c55a3c32af89fa42e |
| TACOSS | 77.66 | Not recorded | 69f03f6c55a3c32af89fa42e |
| MCANet | 76.91 | Not recorded | 69f03f6c55a3c32af89fa42e |

### TSMNet

Overall Accuracy (OA): 85.33. Result ID: 69f0853147f34ce924d6f905.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6c55a3c32af89fa42e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f6c55a3c32af89fa42e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DenseCLIP

Overall Accuracy (OA): 85.13. Result ID: 69f0853147f34ce924d6f903.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6c55a3c32af89fa42e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c131e209131cea31f7b.md>)

[Implementation](<https://github.com/raoyongming/DenseCLIP>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MSSNet

Overall Accuracy (OA): 80.23. Result ID: 69f0853047f34ce924d6f902.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6c55a3c32af89fa42e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DDHRNet

Overall Accuracy (OA): 79.05. Result ID: 69f0853047f34ce924d6f900.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6c55a3c32af89fa42e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CMGFNet

Overall Accuracy (OA): 78.95. Result ID: 69f0853047f34ce924d6f8ff.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6c55a3c32af89fa42e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Deeplab v3+

Overall Accuracy (OA): 78.42. Result ID: 69f0853047f34ce924d6f8fe.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6c55a3c32af89fa42e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64b91e209131cea06121.md>)

[Implementation](<https://github.com/tensorflow/models/tree/master/research/deeplab>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TACOSS

Overall Accuracy (OA): 77.66. Result ID: 69f0853147f34ce924d6f904.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6c55a3c32af89fa42e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MCANet

Overall Accuracy (OA): 76.91. Result ID: 69f0853047f34ce924d6f901.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f6c55a3c32af89fa42e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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