# Floor Plan Understanding on RPLAN (test)

Source: [Floor Plan Understanding on RPLAN (test)](<https://www.sota2.com/research/sota/floor-plan-understanding-on-rplan-test>)

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

Data updated: 2026-03-13T08:18:25.924Z

Evaluation of model performance on the test split of the RPLAN dataset for the task of Floor Plan Understanding, utilizing metrics such as Success, RMR, LocAcc, AreaDiff, AdjAcc, and RelAcc.

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 | Floor Plan Understanding |
| Dataset (including any stated split) | RPLAN (test) |
| Metric | Success |
| 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

- [Success](<https://www.sota2.com/research/sota/floor-plan-understanding-on-rplan-test.md?metric=Success>): Higher is better; unit: PERCENT.

- [RMR](<https://www.sota2.com/research/sota/floor-plan-understanding-on-rplan-test.md?metric=RMR>): Higher is better; unit: PERCENT.

- [LocAcc](<https://www.sota2.com/research/sota/floor-plan-understanding-on-rplan-test.md?metric=LocAcc>): Higher is better; unit: PERCENT.

- [AreaDiff](<https://www.sota2.com/research/sota/floor-plan-understanding-on-rplan-test.md?metric=AreaDiff>): Lower is better; unit: SCALAR.

- [AdjAcc](<https://www.sota2.com/research/sota/floor-plan-understanding-on-rplan-test.md?metric=AdjAcc>): Higher is better; unit: PERCENT.

- [RelAcc](<https://www.sota2.com/research/sota/floor-plan-understanding-on-rplan-test.md?metric=RelAcc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Success | Result date | Report paper |
| --- | --- | --- | --- |
| LLaVA-v1.6-Mistral-7B-HF | 100 | Not recorded | 69b399f60636e5bf4afbc9bd |
| Qwen3-VL-8B-Instruct | 100 | Not recorded | 69b399f60636e5bf4afbc9bd |
| InternVL3.5-8B | 100 | Not recorded | 69b399f60636e5bf4afbc9bd |
| HouseMind-U | 100 | Not recorded | 69b399f60636e5bf4afbc9bd |
| HouseMind-O | 100 | Not recorded | 69b399f60636e5bf4afbc9bd |
| MiniCPM-V 4.5 | 99.6 | Not recorded | 69b399f60636e5bf4afbc9bd |

### LLaVA-v1.6-Mistral-7B-HF

Success: 100. Result ID: 69b3c7b147f34ce9249dbb67.

[Reporting paper](<https://www.sota2.com/research/paper/69b399f60636e5bf4afbc9bd.md>)

Recorded evaluation configuration: {"Time (s)":"~6"}. This record does not assert independent reproduction.

### Qwen3-VL-8B-Instruct

Success: 100. Result ID: 69b3c7b147f34ce9249dbb68.

[Reporting paper](<https://www.sota2.com/research/paper/69b399f60636e5bf4afbc9bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Time (s)":"~8"}. This record does not assert independent reproduction.

### InternVL3.5-8B

Success: 100. Result ID: 69b3c7b147f34ce9249dbb69.

[Reporting paper](<https://www.sota2.com/research/paper/69b399f60636e5bf4afbc9bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af01e209131cea85dc9.md>)

Recorded evaluation configuration: {"Time (s)":"~13"}. This record does not assert independent reproduction.

### HouseMind-U

Success: 100. Result ID: 69b3c7b147f34ce9249dbb6b.

[Reporting paper](<https://www.sota2.com/research/paper/69b399f60636e5bf4afbc9bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b399f60636e5bf4afbc9bd.md>)

Recorded evaluation configuration: {"Time (s)":"~3"}. This record does not assert independent reproduction.

### HouseMind-O

Success: 100. Result ID: 69b3c7b147f34ce9249dbb6c.

[Reporting paper](<https://www.sota2.com/research/paper/69b399f60636e5bf4afbc9bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b399f60636e5bf4afbc9bd.md>)

Recorded evaluation configuration: {"Time (s)":"~3"}. This record does not assert independent reproduction.

### MiniCPM-V 4.5

Success: 99.6. Result ID: 69b3c7b147f34ce9249dbb6a.

[Reporting paper](<https://www.sota2.com/research/paper/69b399f60636e5bf4afbc9bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74681e209131cea6183d.md>)

[Implementation](<https://github.com/OpenBMB/MiniCPM-V>)

Recorded evaluation configuration: {"Time (s)":"~14"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.