# Texture Segmentation on STLD (matched-domain)

Source: [Texture Segmentation on STLD (matched-domain)](<https://www.sota2.com/research/sota/texture-segmentation-on-stld-matched-domain>)

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

Data updated: 2026-06-16T06:49:01.893Z

Evaluation of Texture Segmentation performance on the STLD (matched-domain) dataset, reporting mIoU and ARI.

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 | Texture Segmentation |
| Dataset (including any stated split) | STLD (matched-domain) |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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/texture-segmentation-on-stld-matched-domain.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [ARI](<https://www.sota2.com/research/sota/texture-segmentation-on-stld-matched-domain.md?metric=ARI>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| DETECTURE | 70.69 | Not recorded | 6a30d88cd33dfb23e783cbb7 |
| SAM 3 | 50.42 | Not recorded | 6a30d88cd33dfb23e783cbb7 |
| TextureSAM | 46.77 | Not recorded | 6a30d88cd33dfb23e783cbb7 |
| Grounding-SAM 3 | 44.89 | Not recorded | 6a30d88cd33dfb23e783cbb7 |
| Sa2VA | 37.39 | Not recorded | 6a30d88cd33dfb23e783cbb7 |

### DETECTURE

mIoU: 70.69. Result ID: 6a30f1c2fbc373592c2c8945.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d88cd33dfb23e783cbb7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d88cd33dfb23e783cbb7.md>)

Recorded evaluation configuration: {"Route":"controlled exact-K=2"}. This record does not assert independent reproduction.

### SAM 3

mIoU: 50.42. Result ID: 6a30f1c2fbc373592c2c8941.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d88cd33dfb23e783cbb7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6923e69bd6b0dd334292f0ad.md>)

[Implementation](<https://github.com/facebookresearch/sam3>)

Recorded evaluation configuration: {"Route":"controlled exact-K=2"}. This record does not assert independent reproduction.

### TextureSAM

mIoU: 46.77. Result ID: 6a30f1c2fbc373592c2c8944.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d88cd33dfb23e783cbb7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78bf1e209131cea7a3a9.md>)

Recorded evaluation configuration: {"Route":"controlled exact-K=2"}. This record does not assert independent reproduction.

### Grounding-SAM 3

mIoU: 44.89. Result ID: 6a30f1c2fbc373592c2c8942.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d88cd33dfb23e783cbb7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74311e209131cea6055d.md>)

[Implementation](<https://github.com/IDEA-Research/GroundingDINO>)

Recorded evaluation configuration: {"Route":"controlled exact-K=2"}. This record does not assert independent reproduction.

### Sa2VA

mIoU: 37.39. Result ID: 6a30f1c2fbc373592c2c8943.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d88cd33dfb23e783cbb7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76ec1e209131cea6ff2c.md>)

Recorded evaluation configuration: {"Route":"controlled exact-K=2"}. This record does not assert independent reproduction.

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