# Pose Estimation on MARS LVIG

Source: [Pose Estimation on MARS LVIG](<https://www.sota2.com/research/sota/pose-estimation-on-mars-lvig>)

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

Data updated: 2026-04-07T08:27:04.476Z

Evaluation of Pose Estimation performance on the MARS LVIG dataset, reporting error metrics such as MAX and RMSE.

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) | MARS LVIG |
| Metric | Max Error |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 17 of 17 |
| 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

- [Max Error](<https://www.sota2.com/research/sota/pose-estimation-on-mars-lvig.md?metric=Max%20Error>): Lower is better; unit: SCALAR.

- [RMSE](<https://www.sota2.com/research/sota/pose-estimation-on-mars-lvig.md?metric=RMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Max Error | Result date | Report paper |
| --- | --- | --- | --- |
| CT-VLIO | 3.183 | Not recorded | 69d48f697d0172140ec741b1 |
| CLIC | 3.475 | Not recorded | 69d48f697d0172140ec741b1 |
| F-LIO2 | 3.851 | Not recorded | 69d48f697d0172140ec741b1 |
| F-LIVO2 | 3.948 | Not recorded | 69d48f697d0172140ec741b1 |
| CT-VLO | 3.971 | Not recorded | 69d48f697d0172140ec741b1 |
| CT-VLIO | 4.232 | Not recorded | 69d48f697d0172140ec741b1 |
| R-LIO | 4.503 | Not recorded | 69d48f697d0172140ec741b1 |
| CT-VLIO | 4.509 | Not recorded | 69d48f697d0172140ec741b1 |
| CT-VLO | 4.562 | Not recorded | 69d48f697d0172140ec741b1 |
| F-LIVO2 | 5.49 | Not recorded | 69d48f697d0172140ec741b1 |
| F-LIO2 | 6.191 | Not recorded | 69d48f697d0172140ec741b1 |
| F-LIVO2 | 8.39 | Not recorded | 69d48f697d0172140ec741b1 |
| F-LIO2 | 8.987 | Not recorded | 69d48f697d0172140ec741b1 |
| R-LIO | 10.797 | Not recorded | 69d48f697d0172140ec741b1 |
| CT-VLO | 15.294 | Not recorded | 69d48f697d0172140ec741b1 |
| CLIC | 15.635 | Not recorded | 69d48f697d0172140ec741b1 |
| R-LIO | 20.64 | Not recorded | 69d48f697d0172140ec741b1 |

### CT-VLIO

Max Error: 3.183. Result ID: 69d4bfbb47f34ce924bc8590.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f697d0172140ec741b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48f697d0172140ec741b1.md>)

Recorded evaluation configuration: {"Sequence":"AMtown03"}. This record does not assert independent reproduction.

### CLIC

Max Error: 3.475. Result ID: 69d4bfbb47f34ce924bc8580.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f697d0172140ec741b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e8b1e209131cea4077a.md>)

Recorded evaluation configuration: {"Sequence":"HKisland02"}. This record does not assert independent reproduction.

### F-LIO2

Max Error: 3.851. Result ID: 69d4bfbb47f34ce924bc8581.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f697d0172140ec741b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5f1e209131cea27cc2.md>)

Recorded evaluation configuration: {"Sequence":"HKisland02"}. This record does not assert independent reproduction.

### F-LIVO2

Max Error: 3.948. Result ID: 69d4bfbb47f34ce924bc8583.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f697d0172140ec741b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74a81e209131cea6300f.md>)

Recorded evaluation configuration: {"Sequence":"HKisland02"}. This record does not assert independent reproduction.

### CT-VLO

Max Error: 3.971. Result ID: 69d4bfbb47f34ce924bc858f.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f697d0172140ec741b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48f697d0172140ec741b1.md>)

Recorded evaluation configuration: {"Sequence":"AMtown03"}. This record does not assert independent reproduction.

### CT-VLIO

Max Error: 4.232. Result ID: 69d4bfbb47f34ce924bc8585.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f697d0172140ec741b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48f697d0172140ec741b1.md>)

Recorded evaluation configuration: {"Sequence":"HKisland02"}. This record does not assert independent reproduction.

### R-LIO

Max Error: 4.503. Result ID: 69d4bfbb47f34ce924bc8582.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f697d0172140ec741b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b491e209131cea878da.md>)

Recorded evaluation configuration: {"Sequence":"HKisland02"}. This record does not assert independent reproduction.

### CT-VLIO

Max Error: 4.509. Result ID: 69d4bfbb47f34ce924bc858b.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f697d0172140ec741b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48f697d0172140ec741b1.md>)

Recorded evaluation configuration: {"Sequence":"HKairport02"}. This record does not assert independent reproduction.

### CT-VLO

Max Error: 4.562. Result ID: 69d4bfbb47f34ce924bc8584.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f697d0172140ec741b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48f697d0172140ec741b1.md>)

Recorded evaluation configuration: {"Sequence":"HKisland02"}. This record does not assert independent reproduction.

### F-LIVO2

Max Error: 5.49. Result ID: 69d4bfbb47f34ce924bc858e.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f697d0172140ec741b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74a81e209131cea6300f.md>)

Recorded evaluation configuration: {"Sequence":"AMtown03"}. This record does not assert independent reproduction.

### F-LIO2

Max Error: 6.191. Result ID: 69d4bfbb47f34ce924bc858c.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f697d0172140ec741b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5f1e209131cea27cc2.md>)

Recorded evaluation configuration: {"Sequence":"AMtown03"}. This record does not assert independent reproduction.

### F-LIVO2

Max Error: 8.39. Result ID: 69d4bfbb47f34ce924bc8589.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f697d0172140ec741b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74a81e209131cea6300f.md>)

Recorded evaluation configuration: {"Sequence":"HKairport02"}. This record does not assert independent reproduction.

### F-LIO2

Max Error: 8.987. Result ID: 69d4bfbb47f34ce924bc8587.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f697d0172140ec741b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5f1e209131cea27cc2.md>)

Recorded evaluation configuration: {"Sequence":"HKairport02"}. This record does not assert independent reproduction.

### R-LIO

Max Error: 10.797. Result ID: 69d4bfbb47f34ce924bc8588.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f697d0172140ec741b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b491e209131cea878da.md>)

Recorded evaluation configuration: {"Sequence":"HKairport02"}. This record does not assert independent reproduction.

### CT-VLO

Max Error: 15.294. Result ID: 69d4bfbb47f34ce924bc858a.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f697d0172140ec741b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d48f697d0172140ec741b1.md>)

Recorded evaluation configuration: {"Sequence":"HKairport02"}. This record does not assert independent reproduction.

### CLIC

Max Error: 15.635. Result ID: 69d4bfbb47f34ce924bc8586.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f697d0172140ec741b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e8b1e209131cea4077a.md>)

Recorded evaluation configuration: {"Sequence":"HKairport02"}. This record does not assert independent reproduction.

### R-LIO

Max Error: 20.64. Result ID: 69d4bfbb47f34ce924bc858d.

[Reporting paper](<https://www.sota2.com/research/paper/69d48f697d0172140ec741b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b491e209131cea878da.md>)

Recorded evaluation configuration: {"Sequence":"AMtown03"}. This record does not assert independent reproduction.

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