# Camera Localization on StereoMIS (P2-4)

Source: [Camera Localization on StereoMIS (P2-4)](<https://www.sota2.com/research/sota/camera-localization-on-stereomis-p2-4>)

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

Data updated: 2026-02-26T06:00:11.837Z

Evaluation of Camera Localization performance using the StereoMIS (P2-4) dataset subset, measured by RMSE and Standard Deviation (S.D.).

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 | Camera Localization |
| Dataset (including any stated split) | StereoMIS (P2-4) |
| Metric | RMSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 16 of 16 |
| 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

- [RMSE](<https://www.sota2.com/research/sota/camera-localization-on-stereomis-p2-4.md?metric=RMSE>): Lower is better; unit: SCALAR.

- [Std Dev](<https://www.sota2.com/research/sota/camera-localization-on-stereomis-p2-4.md?metric=Std%20Dev>): Lower is better; unit: SCALAR.

## Recorded results

| Method | RMSE | Result date | Report paper |
| --- | --- | --- | --- |
| NRGS-SLAM | 9.45 | Not recorded | 6997ea7009c33900fcd764f4 |
| NRGS-SLAM | 14.22 | Not recorded | 6997ea7009c33900fcd764f4 |
| S3PO | 18.09 | Not recorded | 6997ea7009c33900fcd764f4 |
| DDS-SLAM | 21.66 | Not recorded | 6997ea7009c33900fcd764f4 |
| NR-SLAM | 23.97 | Not recorded | 6997ea7009c33900fcd764f4 |
| S3PO | 26.12 | Not recorded | 6997ea7009c33900fcd764f4 |
| 4DTAM | 27.41 | Not recorded | 6997ea7009c33900fcd764f4 |
| Endo-2DTAM | 31.06 | Not recorded | 6997ea7009c33900fcd764f4 |
| DefSLAM | 33.73 | Not recorded | 6997ea7009c33900fcd764f4 |
| EndoGSLAM | 34.95 | Not recorded | 6997ea7009c33900fcd764f4 |
| 4DTAM | 36.24 | Not recorded | 6997ea7009c33900fcd764f4 |
| DDS-SLAM | 37.82 | Not recorded | 6997ea7009c33900fcd764f4 |
| NR-SLAM | 40.24 | Not recorded | 6997ea7009c33900fcd764f4 |
| MonoGS | 51.37 | Not recorded | 6997ea7009c33900fcd764f4 |
| DefSLAM | 54.54 | Not recorded | 6997ea7009c33900fcd764f4 |
| MonoGS | 75.49 | Not recorded | 6997ea7009c33900fcd764f4 |

### NRGS-SLAM

RMSE: 9.45. Result ID: 699b080b5698665ec49a95e6.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7009c33900fcd764f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6997ea7009c33900fcd764f4.md>)

Recorded evaluation configuration: {"Evaluation Segment":"Clip"}. This record does not assert independent reproduction.

### NRGS-SLAM

RMSE: 14.22. Result ID: 699b080b5698665ec49a95e7.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7009c33900fcd764f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6997ea7009c33900fcd764f4.md>)

Recorded evaluation configuration: {"Evaluation Segment":"Full"}. This record does not assert independent reproduction.

### S3PO

RMSE: 18.09. Result ID: 699b080b5698665ec49a95de.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7009c33900fcd764f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d41e209131cea6a192.md>)

Recorded evaluation configuration: {"Evaluation Segment":"Clip"}. This record does not assert independent reproduction.

### DDS-SLAM

RMSE: 21.66. Result ID: 699b080b5698665ec49a95e2.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7009c33900fcd764f4.md>)

Recorded evaluation configuration: {"Evaluation Segment":"Clip"}. This record does not assert independent reproduction.

### NR-SLAM

RMSE: 23.97. Result ID: 699b080b5698665ec49a95da.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7009c33900fcd764f4.md>)

Recorded evaluation configuration: {"Evaluation Segment":"Clip"}. This record does not assert independent reproduction.

### S3PO

RMSE: 26.12. Result ID: 699b080b5698665ec49a95df.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7009c33900fcd764f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d41e209131cea6a192.md>)

Recorded evaluation configuration: {"Evaluation Segment":"Full"}. This record does not assert independent reproduction.

### 4DTAM

RMSE: 27.41. Result ID: 699b080b5698665ec49a95e0.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7009c33900fcd764f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78ec1e209131cea7b3c2.md>)

[Implementation](<https://muskie82.github.io/4dtam/>)

Recorded evaluation configuration: {"Evaluation Segment":"Clip"}. This record does not assert independent reproduction.

### Endo-2DTAM

RMSE: 31.06. Result ID: 699b080b5698665ec49a95e5.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7009c33900fcd764f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76c51e209131cea6ee71.md>)

Recorded evaluation configuration: {"Evaluation Segment":"Clip"}. This record does not assert independent reproduction.

### DefSLAM

RMSE: 33.73. Result ID: 699b080b5698665ec49a95d8.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7009c33900fcd764f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68371e209131cea1adcd.md>)

Recorded evaluation configuration: {"Evaluation Segment":"Clip"}. This record does not assert independent reproduction.

### EndoGSLAM

RMSE: 34.95. Result ID: 699b080b5698665ec49a95e4.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7009c33900fcd764f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72a11e209131cea57a82.md>)

[Implementation](<https://endogslam.loping151.com/>)

Recorded evaluation configuration: {"Evaluation Segment":"Clip"}. This record does not assert independent reproduction.

### 4DTAM

RMSE: 36.24. Result ID: 699b080b5698665ec49a95e1.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7009c33900fcd764f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78ec1e209131cea7b3c2.md>)

[Implementation](<https://muskie82.github.io/4dtam/>)

Recorded evaluation configuration: {"Evaluation Segment":"Full"}. This record does not assert independent reproduction.

### DDS-SLAM

RMSE: 37.82. Result ID: 699b080b5698665ec49a95e3.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7009c33900fcd764f4.md>)

Recorded evaluation configuration: {"Evaluation Segment":"Full"}. This record does not assert independent reproduction.

### NR-SLAM

RMSE: 40.24. Result ID: 699b080b5698665ec49a95db.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7009c33900fcd764f4.md>)

Recorded evaluation configuration: {"Evaluation Segment":"Full"}. This record does not assert independent reproduction.

### MonoGS

RMSE: 51.37. Result ID: 699b080b5698665ec49a95dc.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7009c33900fcd764f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d91e209131cea58e51.md>)

Recorded evaluation configuration: {"Evaluation Segment":"Clip"}. This record does not assert independent reproduction.

### DefSLAM

RMSE: 54.54. Result ID: 699b080b5698665ec49a95d9.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7009c33900fcd764f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68371e209131cea1adcd.md>)

Recorded evaluation configuration: {"Evaluation Segment":"Full"}. This record does not assert independent reproduction.

### MonoGS

RMSE: 75.49. Result ID: 699b080b5698665ec49a95dd.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7009c33900fcd764f4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d91e209131cea58e51.md>)

Recorded evaluation configuration: {"Evaluation Segment":"Full"}. This record does not assert independent reproduction.

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