# Road Segmentation on WorldRoadSeg 360K

Source: [Road Segmentation on WorldRoadSeg 360K](<https://www.sota2.com/research/sota/road-segmentation-on-worldroadseg-360k>)

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

Data updated: 2026-05-27T09:30:53.902Z

Evaluation of Road Segmentation performance on the WorldRoadSeg 360K dataset, reporting metrics such as Dice coefficient and APLS.

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 | Road Segmentation |
| Dataset (including any stated split) | WorldRoadSeg 360K |
| Metric | Dice |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Dice](<https://www.sota2.com/research/sota/road-segmentation-on-worldroadseg-360k.md?metric=Dice>): Higher is better; unit: PERCENT.

- [APLS](<https://www.sota2.com/research/sota/road-segmentation-on-worldroadseg-360k.md?metric=APLS>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Dice | Result date | Report paper |
| --- | --- | --- | --- |
| RoadGIE | 83.5 | Not recorded | 6a167a8cdbd7150506f7ffd0 |
| ScribblePrompt | 80.9 | Not recorded | 6a167a8cdbd7150506f7ffd0 |
| ScribbleSeg | 78.8 | Not recorded | 6a167a8cdbd7150506f7ffd0 |
| ScribbleSeg | 78.5 | Not recorded | 6a167a8cdbd7150506f7ffd0 |
| SAM | 75.6 | Not recorded | 6a167a8cdbd7150506f7ffd0 |
| SAM | 73.7 | Not recorded | 6a167a8cdbd7150506f7ffd0 |
| EISeg | 70.6 | Not recorded | 6a167a8cdbd7150506f7ffd0 |
| PRISM-2D-Lite | 66.9 | Not recorded | 6a167a8cdbd7150506f7ffd0 |
| PRISM-2D | 64.3 | Not recorded | 6a167a8cdbd7150506f7ffd0 |

### RoadGIE

Dice: 83.5. Result ID: 6a16b87afbc373592c102ca1.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a8cdbd7150506f7ffd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167a8cdbd7150506f7ffd0.md>)

Recorded evaluation configuration: {"Prompting Type":"Point and scribble","Interaction Steps":"5"}. This record does not assert independent reproduction.

### ScribblePrompt

Dice: 80.9. Result ID: 6a16b87afbc373592c102ca0.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a8cdbd7150506f7ffd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74211e209131cea5fd4d.md>)

Recorded evaluation configuration: {"Prompting Type":"Point and scribble","Interaction Steps":"5"}. This record does not assert independent reproduction.

### ScribbleSeg

Dice: 78.8. Result ID: 6a16b87afbc373592c102c9b.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a8cdbd7150506f7ffd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed21e209131cea42685.md>)

Recorded evaluation configuration: {"Backbone":"B3","Prompting Type":"Point and scribble","Interaction Steps":"5"}. This record does not assert independent reproduction.

### ScribbleSeg

Dice: 78.5. Result ID: 6a16b87afbc373592c102c9a.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a8cdbd7150506f7ffd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed21e209131cea42685.md>)

Recorded evaluation configuration: {"Backbone":"B0","Prompting Type":"Point and scribble","Interaction Steps":"5"}. This record does not assert independent reproduction.

### SAM

Dice: 75.6. Result ID: 6a16b87afbc373592c102c9d.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a8cdbd7150506f7ffd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f0a1e209131cea437f2.md>)

[Implementation](<https://segment-anything.com/>)

Recorded evaluation configuration: {"Backbone":"ViT-h","Prompting Type":"Point and scribble","Interaction Steps":"5"}. This record does not assert independent reproduction.

### SAM

Dice: 73.7. Result ID: 6a16b87afbc373592c102c9c.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a8cdbd7150506f7ffd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f0a1e209131cea437f2.md>)

[Implementation](<https://segment-anything.com/>)

Recorded evaluation configuration: {"Backbone":"ViT-b","Prompting Type":"Point and scribble","Interaction Steps":"5"}. This record does not assert independent reproduction.

### EISeg

Dice: 70.6. Result ID: 6a16b87afbc373592c102c99.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a8cdbd7150506f7ffd0.md>)

Recorded evaluation configuration: {"Prompting Type":"Point and scribble","Interaction Steps":"5"}. This record does not assert independent reproduction.

### PRISM-2D-Lite

Dice: 66.9. Result ID: 6a16b87afbc373592c102c9f.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a8cdbd7150506f7ffd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72fd1e209131cea59d7a.md>)

Recorded evaluation configuration: {"Prompting Type":"Point and scribble","Interaction Steps":"5"}. This record does not assert independent reproduction.

### PRISM-2D

Dice: 64.3. Result ID: 6a16b87afbc373592c102c9e.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a8cdbd7150506f7ffd0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72fd1e209131cea59d7a.md>)

Recorded evaluation configuration: {"Prompting Type":"Point and scribble","Interaction Steps":"5"}. This record does not assert independent reproduction.

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