# Occupancy Estimation on Oxford RobotCar Scene 1

Source: [Occupancy Estimation on Oxford RobotCar Scene 1](<https://www.sota2.com/research/sota/occupancy-estimation-on-oxford-robotcar-scene-1>)

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

Data updated: 2026-03-13T06:47:59.042Z

Evaluation of Occupancy Estimation performance on the Scene 1 sequence of the Oxford RobotCar dataset, reporting CD and RCD metrics.

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 | Occupancy Estimation |
| Dataset (including any stated split) | Oxford RobotCar Scene 1 |
| Metric | CD |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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

- [CD](<https://www.sota2.com/research/sota/occupancy-estimation-on-oxford-robotcar-scene-1.md?metric=CD>): Lower is better; unit: SCALAR.

- [RCD](<https://www.sota2.com/research/sota/occupancy-estimation-on-oxford-robotcar-scene-1.md?metric=RCD>): Lower is better; unit: PERCENT.

## Recorded results

| Method | CD | Result date | Report paper |
| --- | --- | --- | --- |
| RF4D | 7.3449 | Not recorded | 68fa78f91e209131cea7b696 |
| Bayesian filtering | 13.2786 | Not recorded | 68fa78f91e209131cea7b696 |
| CFAR | 19.5299 | Not recorded | 68fa78f91e209131cea7b696 |

### RF4D

CD: 7.3449. Result ID: 69b3b30147f34ce9249d10d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78f91e209131cea7b696.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78f91e209131cea7b696.md>)

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

### Bayesian filtering

CD: 13.2786. Result ID: 69b3b30147f34ce9249d10d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78f91e209131cea7b696.md>)

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

### CFAR

CD: 19.5299. Result ID: 69b3b30147f34ce9249d10d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78f91e209131cea7b696.md>)

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

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