# Pose Estimation on DMAIS 1.0 (flight trial)

Source: [Pose Estimation on DMAIS 1.0 (flight trial)](<https://www.sota2.com/research/sota/pose-estimation-on-dmais-1-0-flight-trial>)

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

Data updated: 2026-06-09T10:44:21.178Z

Evaluation of Pose Estimation performance on the DMAIS 1.0 (flight trial) dataset, reporting positional error (epsilon\_pos), angular error (epsilon\_ang), repeatability error (epsilon\_rep), and inference time (time).

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 | Pose Estimation |
| Dataset (including any stated split) | DMAIS 1.0 (flight trial) |
| Metric | Positional Error (m) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 15 of 15 |
| 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

- [Positional Error (m)](<https://www.sota2.com/research/sota/pose-estimation-on-dmais-1-0-flight-trial.md?metric=Positional%20Error%20(m)>): Lower is better; unit: SCALAR.

- [Angular Error (arcmin)](<https://www.sota2.com/research/sota/pose-estimation-on-dmais-1-0-flight-trial.md?metric=Angular%20Error%20(arcmin)>): Lower is better; unit: SCALAR.

- [Repeatability Error (px)](<https://www.sota2.com/research/sota/pose-estimation-on-dmais-1-0-flight-trial.md?metric=Repeatability%20Error%20(px)>): Lower is better; unit: SCALAR.

- [Inference Time (ms)](<https://www.sota2.com/research/sota/pose-estimation-on-dmais-1-0-flight-trial.md?metric=Inference%20Time%20(ms)>): Lower is better; unit: TIME.

## Recorded results

| Method | Positional Error (m) | Result date | Report paper |
| --- | --- | --- | --- |
| VGPq | 0.046 | Not recorded | 6a279e5b90966ade919bfa50 |
| VGPr | 0.046 | Not recorded | 6a279e5b90966ade919bfa50 |
| UPnP | 0.047 | Not recorded | 6a279e5b90966ade919bfa50 |
| VGPc | 0.047 | Not recorded | 6a279e5b90966ade919bfa50 |
| gDLS | 0.055 | Not recorded | 6a279e5b90966ade919bfa50 |
| GAPS | 0.056 | Not recorded | 6a279e5b90966ade919bfa50 |
| gDLS+++ | 0.062 | Not recorded | 6a279e5b90966ade919bfa50 |
| OPnP | 0.183 | Not recorded | 6a279e5b90966ade919bfa50 |
| VGPq | 0.183 | Not recorded | 6a279e5b90966ade919bfa50 |
| SQPnP | 0.184 | Not recorded | 6a279e5b90966ade919bfa50 |
| VGPr | 0.184 | Not recorded | 6a279e5b90966ade919bfa50 |
| GAPS | 0.311 | Not recorded | 6a279e5b90966ade919bfa50 |
| UPnP | 0.361 | Not recorded | 6a279e5b90966ade919bfa50 |
| DLSU | 0.363 | Not recorded | 6a279e5b90966ade919bfa50 |
| VGPc | 0.363 | Not recorded | 6a279e5b90966ade919bfa50 |

### VGPq

Positional Error (m): 0.046. Result ID: 6a27ed7bfbc373592c25739d.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5b90966ade919bfa50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e5b90966ade919bfa50.md>)

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

### VGPr

Positional Error (m): 0.046. Result ID: 6a27ed7bfbc373592c25739e.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5b90966ade919bfa50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e5b90966ade919bfa50.md>)

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

### UPnP

Positional Error (m): 0.047. Result ID: 6a27ed7bfbc373592c257398.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5b90966ade919bfa50.md>)

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

### VGPc

Positional Error (m): 0.047. Result ID: 6a27ed7bfbc373592c25739c.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5b90966ade919bfa50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e5b90966ade919bfa50.md>)

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

### gDLS

Positional Error (m): 0.055. Result ID: 6a27ed7bfbc373592c257399.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5b90966ade919bfa50.md>)

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

### GAPS

Positional Error (m): 0.056. Result ID: 6a27ed7bfbc373592c25739b.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5b90966ade919bfa50.md>)

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

### gDLS+++

Positional Error (m): 0.062. Result ID: 6a27ed7bfbc373592c25739a.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5b90966ade919bfa50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62fd1e209131ce9fc069.md>)

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

### OPnP

Positional Error (m): 0.183. Result ID: 6a27ed7bfbc373592c25738b.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5b90966ade919bfa50.md>)

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

### VGPq

Positional Error (m): 0.183. Result ID: 6a27ed7bfbc373592c257390.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5b90966ade919bfa50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e5b90966ade919bfa50.md>)

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

### SQPnP

Positional Error (m): 0.184. Result ID: 6a27ed7bfbc373592c25738c.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5b90966ade919bfa50.md>)

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

### VGPr

Positional Error (m): 0.184. Result ID: 6a27ed7bfbc373592c257391.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5b90966ade919bfa50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e5b90966ade919bfa50.md>)

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

### GAPS

Positional Error (m): 0.311. Result ID: 6a27ed7bfbc373592c25738e.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5b90966ade919bfa50.md>)

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

### UPnP

Positional Error (m): 0.361. Result ID: 6a27ed7bfbc373592c25738d.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5b90966ade919bfa50.md>)

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

### DLSU

Positional Error (m): 0.363. Result ID: 6a27ed7bfbc373592c25738a.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5b90966ade919bfa50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5a1e209131cea27ae8.md>)

[Implementation](<https://alexandervakhitov.github.io/uncertain-pnp/>)

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

### VGPc

Positional Error (m): 0.363. Result ID: 6a27ed7bfbc373592c25738f.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5b90966ade919bfa50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e5b90966ade919bfa50.md>)

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

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