# Camera Pose Regression on 7Scenes Stairs

Source: [Camera Pose Regression on 7Scenes Stairs](<https://www.sota2.com/research/sota/camera-pose-regression-on-7scenes-stairs>)

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

Data updated: 2026-02-26T05:52:33.222Z

Evaluation of Camera Pose Regression performance on the Stairs scene subset of the 7Scenes dataset, reporting median position error in meters and median orientation error in degrees.

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 Pose Regression |
| Dataset (including any stated split) | 7Scenes Stairs |
| Metric | Median Position Error (m) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 26 of 26 |
| 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

- [Median Position Error (m)](<https://www.sota2.com/research/sota/camera-pose-regression-on-7scenes-stairs.md?metric=Median%20Position%20Error%20(m)>): Lower is better; unit: SCALAR.

- [Median Orientation Error (deg)](<https://www.sota2.com/research/sota/camera-pose-regression-on-7scenes-stairs.md?metric=Median%20Orientation%20Error%20(deg)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Median Position Error (m) | Result date | Report paper |
| --- | --- | --- | --- |
| DSAC\* | 0.04 | Not recorded | 68fa77441e209131cea72191 |
| CamNet | 0.04 | Not recorded | 68fa77441e209131cea72191 |
| Marepo | 0.06 | Not recorded | 68fa77441e209131cea72191 |
| RelocGNN | 0.22 | Not recorded | 68fa77441e209131cea72191 |
| LsG | 0.23 | Not recorded | 68fa77441e209131cea72191 |
| GL-Net | 0.23 | Not recorded | 68fa77441e209131cea72191 |
| VLAD+Inter | 0.24 | Not recorded | 68fa77441e209131cea72191 |
| VLAD | 0.25 | Not recorded | 68fa77441e209131cea72191 |
| AtLoc | 0.26 | Not recorded | 68fa77441e209131cea72191 |
| MS-Trans | 0.26 | Not recorded | 68fa77441e209131cea72191 |
| NN-Net | 0.27 | Not recorded | 68fa77441e209131cea72191 |
| MS-HyperPose | 0.27 | Not recorded | 68fa77441e209131cea72191 |
| RelocNet | 0.28 | Not recorded | 68fa77441e209131cea72191 |
| HyperPose | 0.28 | Not recorded | 68fa77441e209131cea72191 |
| MapNet | 0.3 | Not recorded | 68fa77441e209131cea72191 |
| TransBoNet | 0.3 | Not recorded | 68fa77441e209131cea72191 |
| NC-EssNet | 0.31 | Not recorded | 68fa77441e209131cea72191 |
| MSPN | 0.31 | Not recorded | 68fa77441e209131cea72191 |
| EssNet | 0.32 | Not recorded | 68fa77441e209131cea72191 |
| IRPNet | 0.34 | Not recorded | 68fa77441e209131cea72191 |
| GeoPoseNet | 0.35 | Not recorded | 68fa77441e209131cea72191 |
| GPoseNet | 0.37 | Not recorded | 68fa77441e209131cea72191 |
| PoseNetLearn | 0.37 | Not recorded | 68fa77441e209131cea72191 |
| LSTM-PN | 0.4 | Not recorded | 68fa77441e209131cea72191 |
| PoseNet | 0.47 | Not recorded | 68fa77441e209131cea72191 |
| BayesianPN | 0.48 | Not recorded | 68fa77441e209131cea72191 |

### DSAC\*

Median Position Error (m): 0.04. Result ID: 69948ecd3a6c3148491dfe4f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68821e209131cea1c8b0.md>)

Recorded evaluation configuration: {"Approach Category":"SCR"}. This record does not assert independent reproduction.

### CamNet

Median Position Error (m): 0.04. Result ID: 69948ecd3a6c3148491dfe5b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

Recorded evaluation configuration: {"Approach Category":"RPR"}. This record does not assert independent reproduction.

### Marepo

Median Position Error (m): 0.06. Result ID: 69948ecd3a6c3148491dfe50.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f01e209131cea59690.md>)

[Implementation](<https://nianticlabs.github.io/marepo>)

Recorded evaluation configuration: {"Approach Category":"SCR"}. This record does not assert independent reproduction.

### RelocGNN

Median Position Error (m): 0.22. Result ID: 69948ecd3a6c3148491dfe5a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

Recorded evaluation configuration: {"Approach Category":"RPR"}. This record does not assert independent reproduction.

### LsG

Median Position Error (m): 0.23. Result ID: 69948ecd3a6c3148491dfe51.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa663b1e209131cea0f083.md>)

Recorded evaluation configuration: {"Approach Category":"Seq."}. This record does not assert independent reproduction.

### GL-Net

Median Position Error (m): 0.23. Result ID: 69948ecd3a6c3148491dfe53.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

Recorded evaluation configuration: {"Approach Category":"Seq."}. This record does not assert independent reproduction.

### VLAD+Inter

Median Position Error (m): 0.24. Result ID: 69948ecd3a6c3148491dfe55.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65871e209131cea0ae40.md>)

Recorded evaluation configuration: {"Approach Category":"IR"}. This record does not assert independent reproduction.

### VLAD

Median Position Error (m): 0.25. Result ID: 69948ecd3a6c3148491dfe54.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

Recorded evaluation configuration: {"Approach Category":"IR"}. This record does not assert independent reproduction.

### AtLoc

Median Position Error (m): 0.26. Result ID: 69948ecd3a6c3148491dfe63.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66901e209131cea10e2a.md>)

[Implementation](<https://github.com/BingCS/AtLoc>)

Recorded evaluation configuration: {"Approach Category":"APR"}. This record does not assert independent reproduction.

### MS-Trans

Median Position Error (m): 0.26. Result ID: 69948ecd3a6c3148491dfe67.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a751e209131cea2843b.md>)

[Implementation](<https://github.com/yolish/multi-scene-pose-transformer>)

Recorded evaluation configuration: {"Approach Category":"MS-APR"}. This record does not assert independent reproduction.

### NN-Net

Median Position Error (m): 0.27. Result ID: 69948ecd3a6c3148491dfe56.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa638a1e209131ce9ff626.md>)

Recorded evaluation configuration: {"Approach Category":"RPR"}. This record does not assert independent reproduction.

### MS-HyperPose

Median Position Error (m): 0.27. Result ID: 69948ecd3a6c3148491dfe68.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

[Implementation](<https://ronferens.github.io/hyperpose/>)

Recorded evaluation configuration: {"Approach Category":"MS-APR"}. This record does not assert independent reproduction.

### RelocNet

Median Position Error (m): 0.28. Result ID: 69948ecd3a6c3148491dfe57.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

Recorded evaluation configuration: {"Approach Category":"RPR"}. This record does not assert independent reproduction.

### HyperPose

Median Position Error (m): 0.28. Result ID: 69948ecd3a6c3148491dfe65.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

[Implementation](<https://ronferens.github.io/hyperpose/>)

Recorded evaluation configuration: {"Approach Category":"APR","Config":"Baseline APR w/ hypernet"}. This record does not assert independent reproduction.

### MapNet

Median Position Error (m): 0.3. Result ID: 69948ecd3a6c3148491dfe52.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64301e209131cea0358b.md>)

[Implementation](<https://goo.gl/mRB3Au>)

Recorded evaluation configuration: {"Approach Category":"Seq."}. This record does not assert independent reproduction.

### TransBoNet

Median Position Error (m): 0.3. Result ID: 69948ecd3a6c3148491dfe64.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

Recorded evaluation configuration: {"Approach Category":"APR"}. This record does not assert independent reproduction.

### NC-EssNet

Median Position Error (m): 0.31. Result ID: 69948ecd3a6c3148491dfe59.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699e1e209131cea231eb.md>)

Recorded evaluation configuration: {"Approach Category":"RPR"}. This record does not assert independent reproduction.

### MSPN

Median Position Error (m): 0.31. Result ID: 69948ecd3a6c3148491dfe66.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

Recorded evaluation configuration: {"Approach Category":"MS-APR"}. This record does not assert independent reproduction.

### EssNet

Median Position Error (m): 0.32. Result ID: 69948ecd3a6c3148491dfe58.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699e1e209131cea231eb.md>)

Recorded evaluation configuration: {"Approach Category":"RPR"}. This record does not assert independent reproduction.

### IRPNet

Median Position Error (m): 0.34. Result ID: 69948ecd3a6c3148491dfe62.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68fb1e209131cea1f7e0.md>)

Recorded evaluation configuration: {"Approach Category":"APR"}. This record does not assert independent reproduction.

### GeoPoseNet

Median Position Error (m): 0.35. Result ID: 69948ecd3a6c3148491dfe61.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63521e209131ce9fe1fe.md>)

Recorded evaluation configuration: {"Approach Category":"APR"}. This record does not assert independent reproduction.

### GPoseNet

Median Position Error (m): 0.37. Result ID: 69948ecd3a6c3148491dfe5f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

Recorded evaluation configuration: {"Approach Category":"APR"}. This record does not assert independent reproduction.

### PoseNetLearn

Median Position Error (m): 0.37. Result ID: 69948ecd3a6c3148491dfe60.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63521e209131ce9fe1fe.md>)

Recorded evaluation configuration: {"Approach Category":"APR"}. This record does not assert independent reproduction.

### LSTM-PN

Median Position Error (m): 0.4. Result ID: 69948ecd3a6c3148491dfe5e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa639e1e209131ce9ffbec.md>)

Recorded evaluation configuration: {"Approach Category":"APR"}. This record does not assert independent reproduction.

### PoseNet

Median Position Error (m): 0.47. Result ID: 69948ecd3a6c3148491dfe5c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa624b1e209131ce9f8af6.md>)

Recorded evaluation configuration: {"Approach Category":"APR"}. This record does not assert independent reproduction.

### BayesianPN

Median Position Error (m): 0.48. Result ID: 69948ecd3a6c3148491dfe5d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77441e209131cea72191.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa624b1e209131ce9f8af8.md>)

Recorded evaluation configuration: {"Approach Category":"APR"}. This record does not assert independent reproduction.

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