# Semantic Segmentation on ShapeNet-Part planes (test)

Source: [Semantic Segmentation on ShapeNet-Part planes (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-shapenet-part-planes-test>)

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

Data updated: 2026-02-26T06:10:26.334Z

Evaluation of Semantic Segmentation performance on the 'planes' subset of the ShapeNet-Part test split, reporting 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) | ShapeNet-Part planes (test) |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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-shapenet-part-planes-test.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| Learnable Earth Parser | 68.6 | Not recorded | 68fa72ac1e209131cea57bee |
| AtlasNet v2 | 34.5 | Not recorded | 68fa72ac1e209131cea57bee |

### Learnable Earth Parser

mIoU: 68.6. Result ID: 6992676e3a6c3148490eb88d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57bee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57bee.md>)

[Implementation](<https://imagine.enpc.fr/~loiseaur/learnable-earth-parser>)

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

### AtlasNet v2

mIoU: 34.5. Result ID: 6992676e3a6c3148490eb88c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57bee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa665c1e209131cea0fd3a.md>)

[Implementation](<http://imagine.enpc.fr/%20deprellt/atlasnet2>)

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

Page 1 of 1. This is an index page, not the full collection.