# Semantic Segmentation on Stanford2D3D Pinhole SPin8

Source: [Semantic Segmentation on Stanford2D3D Pinhole SPin8](<https://www.sota2.com/research/sota/semantic-segmentation-on-stanford2d3d-pinhole-spin8>)

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

Data updated: 2026-02-26T06:10:28.211Z

Evaluation of Semantic Segmentation performance on the Stanford2D3D Pinhole dataset using the SPin8 split, reporting Mean IoU (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 | Semantic Segmentation |
| Dataset (including any stated split) | Stanford2D3D Pinhole SPin8 |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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/semantic-segmentation-on-stanford2d3d-pinhole-spin8.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| Trans4PASS+ | 67.28 | Not recorded | 68fa73611e209131cea5c0bb |
| Trans4PASS | 66.51 | Not recorded | 68fa73611e209131cea5c0bb |
| PVT | 60.46 | Not recorded | 68fa73611e209131cea5c0bb |

### Trans4PASS+

mIoU: 67.28. Result ID: 6992d6203a6c31484911d4dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73611e209131cea5c0bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73611e209131cea5c0bb.md>)

[Implementation](<https://github.com/jamycheung/Trans4PASS>)

Recorded evaluation configuration: {"Paradigm":"PIN2PAN"}. This record does not assert independent reproduction.

### Trans4PASS

mIoU: 66.51. Result ID: 6992d6203a6c31484911d4db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73611e209131cea5c0bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73611e209131cea5c0bb.md>)

[Implementation](<https://github.com/jamycheung/Trans4PASS>)

Recorded evaluation configuration: {"Paradigm":"PIN2PAN"}. This record does not assert independent reproduction.

### PVT

mIoU: 60.46. Result ID: 6992d6203a6c31484911d4da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73611e209131cea5c0bb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a901e209131cea28e2b.md>)

[Implementation](<https://github.com/whai362/PVT>)

Recorded evaluation configuration: {"Paradigm":"PIN2PAN"}. This record does not assert independent reproduction.

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