# Semantic Segmentation on Human Body Segmentation (test)

Source: [Semantic Segmentation on Human Body Segmentation (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-human-body-segmentation-test>)

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

Data updated: 2026-02-26T05:27:29.084Z

Evaluation of Semantic Segmentation performance on the Human Body Segmentation test set, 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 | Semantic Segmentation |
| Dataset (including any stated split) | Human Body Segmentation (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-human-body-segmentation-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MeshCNN | 92.3 | Not recorded | 68fa65fc1e209131cea0dbac |
| SNGC | 91.02 | Not recorded | 68fa65fc1e209131cea0dbac |
| PointNet++ | 90.77 | Not recorded | 68fa65fc1e209131cea0dbac |
| DynGraphCNN | 89.72 | Not recorded | 68fa65fc1e209131cea0dbac |
| MDGCNN | 89.47 | Not recorded | 68fa65fc1e209131cea0dbac |
| Toric Cover | 88 | Not recorded | 68fa65fc1e209131cea0dbac |
| GCNN | 86.4 | Not recorded | 68fa65fc1e209131cea0dbac |

### MeshCNN

Accuracy: 92.3. Result ID: 698cd5f78b517eb4331d119f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65fc1e209131cea0dbac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65fc1e209131cea0dbac.md>)

Recorded evaluation configuration: {"# Features":"5"}. This record does not assert independent reproduction.

### SNGC

Accuracy: 91.02. Result ID: 698cd5f78b517eb4331d11a0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65fc1e209131cea0dbac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64e61e209131cea073ed.md>)

Recorded evaluation configuration: {"# Features":"3"}. This record does not assert independent reproduction.

### PointNet++

Accuracy: 90.77. Result ID: 698cd5f78b517eb4331d11a2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65fc1e209131cea0dbac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63641e209131ce9fe5a5.md>)

Recorded evaluation configuration: {"# Features":"3"}. This record does not assert independent reproduction.

### DynGraphCNN

Accuracy: 89.72. Result ID: 698cd5f78b517eb4331d11a3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65fc1e209131cea0dbac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66341e209131cea0ebc8.md>)

Recorded evaluation configuration: {"# Features":"3"}. This record does not assert independent reproduction.

### MDGCNN

Accuracy: 89.47. Result ID: 698cd5f78b517eb4331d11a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65fc1e209131cea0dbac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64e61e209131cea073ed.md>)

Recorded evaluation configuration: {"# Features":"64"}. This record does not assert independent reproduction.

### Toric Cover

Accuracy: 88. Result ID: 698cd5f78b517eb4331d11a1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65fc1e209131cea0dbac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64e61e209131cea073ed.md>)

Recorded evaluation configuration: {"# Features":"26"}. This record does not assert independent reproduction.

### GCNN

Accuracy: 86.4. Result ID: 698cd5f78b517eb4331d11a4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65fc1e209131cea0dbac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64e61e209131cea073ed.md>)

Recorded evaluation configuration: {"# Features":"64"}. This record does not assert independent reproduction.

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