# Semantic Segmentation on GTA-LiDAR -\> KITTI-FRONTAL

Source: [Semantic Segmentation on GTA-LiDAR -\> KITTI-FRONTAL](<https://www.sota2.com/research/sota/semantic-segmentation-on-gta-lidar-kitti-frontal>)

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

Data updated: 2026-03-30T07:30:49.982Z

Evaluation of Semantic Segmentation performance on the GTA-LiDAR to KITTI-FRONTAL setup, reporting Intersection over Union (IoU) scores for classes such as Car and Pedestrian.

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) | GTA-LiDAR -\> KITTI-FRONTAL |
| Metric | Car IoU |
| 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

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

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

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

## Recorded results

| Method | Car IoU | Result date | Report paper |
| --- | --- | --- | --- |
| DUSty v2 | 67.3 | Not recorded | 69ca036a0636e5bf4afc925c |
| DRUM | 66.5 | Not recorded | 69ca036a0636e5bf4afc925c |
| ePointDA | 66.2 | Not recorded | 69ca036a0636e5bf4afc925c |
| DUSty | 59.1 | Not recorded | 69ca036a0636e5bf4afc925c |
| Spatial statistics | 59 | Not recorded | 69ca036a0636e5bf4afc925c |
| Global statistics | 55.2 | Not recorded | 69ca036a0636e5bf4afc925c |
| No rendering | 1.1 | Not recorded | 69ca036a0636e5bf4afc925c |

### DUSty v2

Car IoU: 67.3. Result ID: 69ca269847f34ce924b26fd3.

[Reporting paper](<https://www.sota2.com/research/paper/69ca036a0636e5bf4afc925c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dbf1e209131cea3bd39.md>)

Recorded evaluation configuration: {"Config":"F"}. This record does not assert independent reproduction.

### DRUM

Car IoU: 66.5. Result ID: 69ca269847f34ce924b26fd4.

[Reporting paper](<https://www.sota2.com/research/paper/69ca036a0636e5bf4afc925c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca036a0636e5bf4afc925c.md>)

Recorded evaluation configuration: {"Config":"G"}. This record does not assert independent reproduction.

### ePointDA

Car IoU: 66.2. Result ID: 69ca269847f34ce924b26fd1.

[Reporting paper](<https://www.sota2.com/research/paper/69ca036a0636e5bf4afc925c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa695c1e209131cea21cb2.md>)

Recorded evaluation configuration: {"Config":"D"}. This record does not assert independent reproduction.

### DUSty

Car IoU: 59.1. Result ID: 69ca269847f34ce924b26fd2.

[Reporting paper](<https://www.sota2.com/research/paper/69ca036a0636e5bf4afc925c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a721e209131cea282ae.md>)

Recorded evaluation configuration: {"Config":"E"}. This record does not assert independent reproduction.

### Spatial statistics

Car IoU: 59. Result ID: 69ca269847f34ce924b26fd0.

[Reporting paper](<https://www.sota2.com/research/paper/69ca036a0636e5bf4afc925c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64db1e209131cea06bd3.md>)

Recorded evaluation configuration: {"Config":"C"}. This record does not assert independent reproduction.

### Global statistics

Car IoU: 55.2. Result ID: 69ca269847f34ce924b26fcf.

[Reporting paper](<https://www.sota2.com/research/paper/69ca036a0636e5bf4afc925c.md>)

Recorded evaluation configuration: {"Config":"B"}. This record does not assert independent reproduction.

### No rendering

Car IoU: 1.1. Result ID: 69ca269847f34ce924b26fce.

[Reporting paper](<https://www.sota2.com/research/paper/69ca036a0636e5bf4afc925c.md>)

Recorded evaluation configuration: {"Config":"A"}. This record does not assert independent reproduction.

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