# BEV Semantic Segmentation on nuScenes Boston -\> Singapore 1.0 (test val)

Source: [BEV Semantic Segmentation on nuScenes Boston -\> Singapore 1.0 (test val)](<https://www.sota2.com/research/sota/bev-semantic-segmentation-on-nuscenes-boston-singapore-1-0-test-val>)

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

Data updated: 2026-02-26T05:41:15.990Z

Evaluation of Bird's Eye View (BEV) Semantic Segmentation performance on the nuScenes dataset subset focusing on the Boston to Singapore transfer scenario, utilizing the combined test/validation split.

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 | BEV Semantic Segmentation |
| Dataset (including any stated split) | nuScenes Boston -\> Singapore 1.0 (test val) |
| Metric | Drivable Area Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Drivable Area Score](<https://www.sota2.com/research/sota/bev-semantic-segmentation-on-nuscenes-boston-singapore-1-0-test-val.md?metric=Drivable%20Area%20Score>): Higher is better; unit: PERCENT.

- [Pedestrian Score](<https://www.sota2.com/research/sota/bev-semantic-segmentation-on-nuscenes-boston-singapore-1-0-test-val.md?metric=Pedestrian%20Score>): Higher is better; unit: PERCENT.

- [Walkable Area Score](<https://www.sota2.com/research/sota/bev-semantic-segmentation-on-nuscenes-boston-singapore-1-0-test-val.md?metric=Walkable%20Area%20Score>): Higher is better; unit: PERCENT.

- [Stop Line Score](<https://www.sota2.com/research/sota/bev-semantic-segmentation-on-nuscenes-boston-singapore-1-0-test-val.md?metric=Stop%20Line%20Score>): Higher is better; unit: PERCENT.

- [Car Score](<https://www.sota2.com/research/sota/bev-semantic-segmentation-on-nuscenes-boston-singapore-1-0-test-val.md?metric=Car%20Score>): Higher is better; unit: PERCENT.

- [Divider Score](<https://www.sota2.com/research/sota/bev-semantic-segmentation-on-nuscenes-boston-singapore-1-0-test-val.md?metric=Divider%20Score>): Higher is better; unit: PERCENT.

- [mIoU](<https://www.sota2.com/research/sota/bev-semantic-segmentation-on-nuscenes-boston-singapore-1-0-test-val.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Drivable Area Score | Result date | Report paper |
| --- | --- | --- | --- |
| NRSeg | 59.1 | Not recorded | 68fa79d41e209131cea7f934 |
| MT+PV | 49.3 | Not recorded | 68fa79d41e209131cea7f934 |
| PCT\* | 46.2 | Not recorded | 68fa79d41e209131cea7f934 |
| DualCross | 43.8 | Not recorded | 68fa79d41e209131cea7f934 |
| Source Only | 40.2 | Not recorded | 68fa79d41e209131cea7f934 |
| DomainADV\* | 40 | Not recorded | 68fa79d41e209131cea7f934 |

### NRSeg

Drivable Area Score: 59.1. Result ID: 699ebaa25698665ec489b7a2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79d41e209131cea7f934.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79d41e209131cea7f934.md>)

Recorded evaluation configuration: {"Image Size":"128 x 352"}. This record does not assert independent reproduction.

### MT+PV

Drivable Area Score: 49.3. Result ID: 699ebaa25698665ec489b7a1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79d41e209131cea7f934.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64481e209131cea03b45.md>)

[Implementation](<https://github.com/CuriousAI/mean-teacher>)

Recorded evaluation configuration: {"Image Size":"128 x 352"}. This record does not assert independent reproduction.

### PCT\*

Drivable Area Score: 46.2. Result ID: 699ebaa25698665ec489b7a0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79d41e209131cea7f934.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffaf.md>)

Recorded evaluation configuration: {"Image Size":"224 x 480"}. This record does not assert independent reproduction.

### DualCross

Drivable Area Score: 43.8. Result ID: 699ebaa25698665ec489b79e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79d41e209131cea7f934.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73991e209131cea5d800.md>)

Recorded evaluation configuration: {"Image Size":"128 x 352"}. This record does not assert independent reproduction.

### Source Only

Drivable Area Score: 40.2. Result ID: 699ebaa25698665ec489b79d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79d41e209131cea7f934.md>)

Recorded evaluation configuration: {"Image Size":"128 x 352"}. This record does not assert independent reproduction.

### DomainADV\*

Drivable Area Score: 40. Result ID: 699ebaa25698665ec489b79f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79d41e209131cea7f934.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74251e209131cea5ffaf.md>)

Recorded evaluation configuration: {"Image Size":"224 x 480"}. This record does not assert independent reproduction.

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