# Point Cloud Semantic Segmentation on ShapeNet (test)

Source: [Point Cloud Semantic Segmentation on ShapeNet (test)](<https://www.sota2.com/research/sota/point-cloud-semantic-segmentation-on-shapenet-test>)

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

Data updated: 2026-06-26T07:18:18.869Z

Evaluation of point cloud semantic segmentation performance on the ShapeNet test split, reporting test accuracy.

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 | Point Cloud Semantic Segmentation |
| Dataset (including any stated split) | ShapeNet (test) |
| Metric | Test Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Test Accuracy](<https://www.sota2.com/research/sota/point-cloud-semantic-segmentation-on-shapenet-test.md?metric=Test%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Test Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Cart. RoPE | 93.2 | Not recorded | 68fa7bb01e209131cea89e5b |
| Cart. RoPE | 93.2 | Not recorded | 68fa7bb01e209131cea89e5b |
| WIRE | 93.2 | Not recorded | 68fa7bb01e209131cea89e5b |
| NoPE | 93.1 | Not recorded | 68fa7bb01e209131cea89e5b |
| WIRE | 93 | Not recorded | 68fa7bb01e209131cea89e5b |
| NoPE | 92.8 | Not recorded | 68fa7bb01e209131cea89e5b |

### Cart. RoPE

Test Accuracy: 93.2. Result ID: 6a3e27a8fbc373592c5f093d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb01e209131cea89e5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71271e209131cea4f8df.md>)

Recorded evaluation configuration: {"Attention Type":"Transformer"}. This record does not assert independent reproduction.

### Cart. RoPE

Test Accuracy: 93.2. Result ID: 6a3e27a8fbc373592c5f093e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb01e209131cea89e5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71271e209131cea4f8df.md>)

Recorded evaluation configuration: {"Attention Type":"Performer"}. This record does not assert independent reproduction.

### WIRE

Test Accuracy: 93.2. Result ID: 6a3e27a8fbc373592c5f093f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb01e209131cea89e5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb01e209131cea89e5b.md>)

Recorded evaluation configuration: {"Attention Type":"Transformer"}. This record does not assert independent reproduction.

### NoPE

Test Accuracy: 93.1. Result ID: 6a3e27a8fbc373592c5f093b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb01e209131cea89e5b.md>)

Recorded evaluation configuration: {"Attention Type":"Transformer"}. This record does not assert independent reproduction.

### WIRE

Test Accuracy: 93. Result ID: 6a3e27a8fbc373592c5f0940.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb01e209131cea89e5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bb01e209131cea89e5b.md>)

Recorded evaluation configuration: {"Attention Type":"Performer"}. This record does not assert independent reproduction.

### NoPE

Test Accuracy: 92.8. Result ID: 6a3e27a8fbc373592c5f093c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bb01e209131cea89e5b.md>)

Recorded evaluation configuration: {"Attention Type":"Performer"}. This record does not assert independent reproduction.

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