# Occupant Counting on Rwanda Census 2022 (Urban)

Source: [Occupant Counting on Rwanda Census 2022 (Urban)](<https://www.sota2.com/research/sota/occupant-counting-on-rwanda-census-2022-urban>)

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

Data updated: 2026-02-27T13:56:51.545Z

Evaluation of model performance in counting the total number of occupants using the urban subset of the 2022 Rwanda Census data, measured by count accuracy and percentage error.

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 | Occupant Counting |
| Dataset (including any stated split) | Rwanda Census 2022 (Urban) |
| Metric | Total Occupant Count |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [Total Occupant Count](<https://www.sota2.com/research/sota/occupant-counting-on-rwanda-census-2022-urban.md?metric=Total%20Occupant%20Count>): Higher is better; unit: SCALAR.

- [Count Percentage Error](<https://www.sota2.com/research/sota/occupant-counting-on-rwanda-census-2022-urban.md?metric=Count%20Percentage%20Error>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Total Occupant Count | Result date | Report paper |
| --- | --- | --- | --- |
| DeepC4 | 3701245 | Not recorded | 68fa7a461e209131cea82225 |
| GEM | 3456114 | Not recorded | 68fa7a461e209131cea82225 |

### DeepC4

Total Occupant Count: 3701245. Result ID: 69a1a28835dfcabb00e7eabf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a461e209131cea82225.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a461e209131cea82225.md>)

Recorded evaluation configuration: {"Temporal Scaling Multiplier":"None","Input Granularity":"fine-grained"}. This record does not assert independent reproduction.

### GEM

Total Occupant Count: 3456114. Result ID: 69a1a28835dfcabb00e7eac0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a461e209131cea82225.md>)

Recorded evaluation configuration: {"Temporal Scaling Multiplier":"1.05","Input Granularity":"standard"}. This record does not assert independent reproduction.

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