# Unsupervised Semantic Segmentation on Roof Subassembly Damage Detection

Source: [Unsupervised Semantic Segmentation on Roof Subassembly Damage Detection](<https://www.sota2.com/research/sota/unsupervised-semantic-segmentation-on-roof-subassembly-damage-detection>)

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

Data updated: 2026-04-02T08:53:07.604Z

Evaluation of Unsupervised Semantic Segmentation performance on the Roof Subassembly Damage Detection dataset, measured using 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 | Unsupervised Semantic Segmentation |
| Dataset (including any stated split) | Roof Subassembly Damage Detection |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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/unsupervised-semantic-segmentation-on-roof-subassembly-damage-detection.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| EASe | 58.4 | Not recorded | 69cdf7f70636e5bf4afcc9e7 |
| MaskCut (k = 5) | 28.1 | Not recorded | 69cdf7f70636e5bf4afcc9e7 |
| DiffSeg | 21.7 | Not recorded | 69cdf7f70636e5bf4afcc9e7 |
| DiffCut | 21.2 | Not recorded | 69cdf7f70636e5bf4afcc9e7 |

### EASe

mIoU: 58.4. Result ID: 69ce2dd447f34ce924b7687c.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf7f70636e5bf4afcc9e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cdf7f70636e5bf4afcc9e7.md>)

Recorded evaluation configuration: {"tf":"true"}. This record does not assert independent reproduction.

### MaskCut (k = 5)

mIoU: 28.1. Result ID: 69ce2dd447f34ce924b76879.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf7f70636e5bf4afcc9e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e761e209131cea4006c.md>)

[Implementation](<https://github.com/facebookresearch/CutLER>)

Recorded evaluation configuration: {"tf":"true"}. This record does not assert independent reproduction.

### DiffSeg

mIoU: 21.7. Result ID: 69ce2dd447f34ce924b7687a.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf7f70636e5bf4afcc9e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72c01e209131cea5862b.md>)

[Implementation](<https://sites.google.com/view/diffseg/home>)

Recorded evaluation configuration: {"tf":"true"}. This record does not assert independent reproduction.

### DiffCut

mIoU: 21.2. Result ID: 69ce2dd447f34ce924b7687b.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf7f70636e5bf4afcc9e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc61e209131cea8a5cc.md>)

[Implementation](<https://diffcut-segmentation.github.io/>)

Recorded evaluation configuration: {"tf":"true"}. This record does not assert independent reproduction.

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