# Semantic Segmentation on Stanford2D3D sphere rank 7 256x512 (test)

Source: [Semantic Segmentation on Stanford2D3D sphere rank 7 256x512 (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-stanford2d3d-sphere-rank-7-256x512-test>)

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

Data updated: 2026-02-26T05:30:11.450Z

Evaluation of Semantic Segmentation performance on the specific 'sphere rank 7 256x512 (test)' subset of the Stanford2D3D dataset, reporting Accuracy and 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 sphere rank 7 256x512 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/semantic-segmentation-on-stanford2d3d-sphere-rank-7-256x512-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [mIoU](<https://www.sota2.com/research/sota/semantic-segmentation-on-stanford2d3d-sphere-rank-7-256x512-test.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SphereUFormer | 88.6 | Not recorded | 68fa762b1e209131cea6ba33 |
| Elite360D | 87.4 | Not recorded | 68fa762b1e209131cea6ba33 |
| SFSS | 86.9 | Not recorded | 68fa762b1e209131cea6ba33 |
| EGFormer | 86.5 | Not recorded | 68fa762b1e209131cea6ba33 |
| HealSWIN | 85.5 | Not recorded | 68fa762b1e209131cea6ba33 |
| PanoFormer | 83.1 | Not recorded | 68fa762b1e209131cea6ba33 |
| HexRUnet | 81.7 | Not recorded | 68fa762b1e209131cea6ba33 |

### SphereUFormer

Accuracy: 88.6. Result ID: 699413a23a6c3148491ae3bc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa762b1e209131cea6ba33.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa762b1e209131cea6ba33.md>)

Recorded evaluation configuration: {"Params":"14.9M","Flops":"13.1G","Resolution":"256x512"}. This record does not assert independent reproduction.

### Elite360D

Accuracy: 87.4. Result ID: 699413a23a6c3148491ae3bb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa762b1e209131cea6ba33.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73551e209131cea5be2a.md>)

[Implementation](<https://vlis2022.github.io/Elite360D/>)

Recorded evaluation configuration: {"Params":"14.7M","Flops":"13.6G","Resolution":"256x512"}. This record does not assert independent reproduction.

### SFSS

Accuracy: 86.9. Result ID: 699413a23a6c3148491ae3b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa762b1e209131cea6ba33.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70561e209131cea4a5e2.md>)

Recorded evaluation configuration: {"Params":"15.1M","Flops":"18.9G","Resolution":"256x512"}. This record does not assert independent reproduction.

### EGFormer

Accuracy: 86.5. Result ID: 699413a23a6c3148491ae3b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa762b1e209131cea6ba33.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa707c1e209131cea4b653.md>)

Recorded evaluation configuration: {"Params":"15.2M","Flops":"15.6G","Resolution":"256x512"}. This record does not assert independent reproduction.

### HealSWIN

Accuracy: 85.5. Result ID: 699413a23a6c3148491ae3ba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa762b1e209131cea6ba33.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa732a1e209131cea5adb5.md>)

[Implementation](<https://github.com/JanEGerken/HEAL-SWIN>)

Recorded evaluation configuration: {"Params":"12.0M","Flops":"39.0G","Resolution":"256x512"}. This record does not assert independent reproduction.

### PanoFormer

Accuracy: 83.1. Result ID: 699413a23a6c3148491ae3b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa762b1e209131cea6ba33.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d011e209131cea373de.md>)

[Implementation](<https://github.com/zhijieshen-bjtu/PanoFormer>)

Recorded evaluation configuration: {"Params":"14.5M","Flops":"11.8G","Resolution":"256x512"}. This record does not assert independent reproduction.

### HexRUnet

Accuracy: 81.7. Result ID: 699413a23a6c3148491ae3b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa762b1e209131cea6ba33.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa661e1e209131cea0e764.md>)

Recorded evaluation configuration: {"Params":"14.0M","Flops":"12.4G","Resolution":"256x512"}. This record does not assert independent reproduction.

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