# Part segmentation on SN-Parts (test)

Source: [Part segmentation on SN-Parts (test)](<https://www.sota2.com/research/sota/part-segmentation-on-sn-parts-test>)

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

Data updated: 2026-02-26T05:28:31.660Z

Evaluation of Part segmentation performance on the test split of the SN-Parts dataset, reporting 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 | Part segmentation |
| Dataset (including any stated split) | SN-Parts (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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/part-segmentation-on-sn-parts-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SageMix | 0.857 | Not recorded | 68fa6da11e209131cea3afab |
| PointMixup | 0.855 | Not recorded | 68fa6da11e209131cea3afab |
| RSMix | 0.854 | Not recorded | 68fa6da11e209131cea3afab |
| SageMix | 0.854 | Not recorded | 68fa6da11e209131cea3afab |
| PointMixup | 0.853 | Not recorded | 68fa6da11e209131cea3afab |
| RSMix | 0.852 | Not recorded | 68fa6da11e209131cea3afab |
| Base | 0.851 | Not recorded | 68fa6da11e209131cea3afab |
| Base | 0.851 | Not recorded | 68fa6da11e209131cea3afab |

### SageMix

Accuracy: 0.857. Result ID: 698fb0c13a6c314849fb2570.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da11e209131cea3afab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da11e209131cea3afab.md>)

[Implementation](<https://github.com/mlvlab/SageMix>)

Recorded evaluation configuration: {"Backbone":"PointNet++"}. This record does not assert independent reproduction.

### PointMixup

Accuracy: 0.855. Result ID: 698fb0c13a6c314849fb256e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da11e209131cea3afab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68251e209131cea1a427.md>)

[Implementation](<https://github.com/yunlu-chen/PointMixup/>)

Recorded evaluation configuration: {"Backbone":"PointNet++"}. This record does not assert independent reproduction.

### RSMix

Accuracy: 0.854. Result ID: 698fb0c13a6c314849fb256f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da11e209131cea3afab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa697d1e209131cea2269c.md>)

[Implementation](<https://github.com/dogyoonlee/RSMix>)

Recorded evaluation configuration: {"Backbone":"PointNet++"}. This record does not assert independent reproduction.

### SageMix

Accuracy: 0.854. Result ID: 698fb0c13a6c314849fb2574.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da11e209131cea3afab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da11e209131cea3afab.md>)

[Implementation](<https://github.com/mlvlab/SageMix>)

Recorded evaluation configuration: {"Backbone":"DGCNN"}. This record does not assert independent reproduction.

### PointMixup

Accuracy: 0.853. Result ID: 698fb0c13a6c314849fb2572.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da11e209131cea3afab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68251e209131cea1a427.md>)

[Implementation](<https://github.com/yunlu-chen/PointMixup/>)

Recorded evaluation configuration: {"Backbone":"DGCNN"}. This record does not assert independent reproduction.

### RSMix

Accuracy: 0.852. Result ID: 698fb0c13a6c314849fb2573.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da11e209131cea3afab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa697d1e209131cea2269c.md>)

[Implementation](<https://github.com/dogyoonlee/RSMix>)

Recorded evaluation configuration: {"Backbone":"DGCNN"}. This record does not assert independent reproduction.

### Base

Accuracy: 0.851. Result ID: 698fb0c13a6c314849fb256d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da11e209131cea3afab.md>)

Recorded evaluation configuration: {"Backbone":"PointNet++"}. This record does not assert independent reproduction.

### Base

Accuracy: 0.851. Result ID: 698fb0c13a6c314849fb2571.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da11e209131cea3afab.md>)

Recorded evaluation configuration: {"Backbone":"DGCNN"}. This record does not assert independent reproduction.

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