# Semantic Segmentation on RueMonge 2014

Source: [Semantic Segmentation on RueMonge 2014](<https://www.sota2.com/research/sota/semantic-segmentation-on-ruemonge-2014>)

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

Data updated: 2026-02-26T06:10:12.118Z

Evaluation of Semantic Segmentation performance on the RueMonge 2014 dataset, typically measured using Intersection over Union (IoU).

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) | RueMonge 2014 |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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-ruemonge-2014.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [Average IoU](<https://www.sota2.com/research/sota/semantic-segmentation-on-ruemonge-2014.md?metric=Average%20IoU>): Higher is better; unit: PERCENT.

- [Overall IoU](<https://www.sota2.com/research/sota/semantic-segmentation-on-ruemonge-2014.md?metric=Overall%20IoU>): Higher is better; unit: PERCENT.

- [mAcc](<https://www.sota2.com/research/sota/semantic-segmentation-on-ruemonge-2014.md?metric=mAcc>): Higher is better; unit: PERCENT.

- [OA](<https://www.sota2.com/research/sota/semantic-segmentation-on-ruemonge-2014.md?metric=OA>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| SPH3D-GCN | 66.3 | Not recorded | 68fa67401e209131cea153e5 |
| SPLATNet3D | 65.4 | Not recorded | 68fa67401e209131cea153e5 |
| Ψ-CNN | 63.6 | Not recorded | 68fa656f1e209131cea0a631 |
| Ψ-CNN | 63.6 | Not recorded | 68fa67401e209131cea153e5 |
| OctNet | 59.2 | Not recorded | 68fa656f1e209131cea0a631 |
| OctNet 256^3 | 59.2 | Not recorded | 68fa67401e209131cea153e5 |
| Gadde et al. | 54.4 | Not recorded | 68fa656f1e209131cea0a631 |
| Gadde et al. | 54.4 | Not recorded | 68fa67401e209131cea153e5 |
| Martinovic et al. | 52.2 | Not recorded | 68fa656f1e209131cea0a631 |
| Martinovic et al. | 52.2 | Not recorded | 68fa67401e209131cea153e5 |
| Riemenschneider et al. | 42.3 | Not recorded | 68fa656f1e209131cea0a631 |
| Riemenschneider et al. | 42.3 | Not recorded | 68fa67401e209131cea153e5 |

### SPH3D-GCN

mIoU: 66.3. Result ID: 698d27248b517eb4331f63da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67401e209131cea153e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67401e209131cea153e5.md>)

[Implementation](<https://github.com/hlei-ziyan/SPH3D-GCN>)

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

### SPLATNet3D

mIoU: 65.4. Result ID: 698d27248b517eb4331f63d8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67401e209131cea153e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa644d1e209131cea03d85.md>)

[Implementation](<http://vis-www.cs.umass.edu/splatnet>)

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

### Ψ-CNN

mIoU: 63.6. Result ID: 698cac748b517eb4331bf5f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa656f1e209131cea0a631.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa656f1e209131cea0a631.md>)

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

### Ψ-CNN

mIoU: 63.6. Result ID: 698d27248b517eb4331f63d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67401e209131cea153e5.md>)

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

### OctNet

mIoU: 59.2. Result ID: 698cac748b517eb4331bf5f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa656f1e209131cea0a631.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63381e209131ce9fd875.md>)

Recorded evaluation configuration: {"Grid Size":"256^3"}. This record does not assert independent reproduction.

### OctNet 256^3

mIoU: 59.2. Result ID: 698d27248b517eb4331f63d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67401e209131cea153e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63381e209131ce9fd875.md>)

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

### Gadde et al.

mIoU: 54.4. Result ID: 698cac748b517eb4331bf5ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa656f1e209131cea0a631.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa629d1e209131ce9fa339.md>)

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

### Gadde et al.

mIoU: 54.4. Result ID: 698d27248b517eb4331f63d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67401e209131cea153e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa629d1e209131ce9fa339.md>)

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

### Martinovic et al.

mIoU: 52.2. Result ID: 698cac748b517eb4331bf5ee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa656f1e209131cea0a631.md>)

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

### Martinovic et al.

mIoU: 52.2. Result ID: 698d27248b517eb4331f63d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67401e209131cea153e5.md>)

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

### Riemenschneider et al.

mIoU: 42.3. Result ID: 698cac748b517eb4331bf5ed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa656f1e209131cea0a631.md>)

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

### Riemenschneider et al.

mIoU: 42.3. Result ID: 698d27248b517eb4331f63d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67401e209131cea153e5.md>)

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

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