# Articulated Motion Estimation on PartNet-Mobility (source and target)

Source: [Articulated Motion Estimation on PartNet-Mobility (source and target)](<https://www.sota2.com/research/sota/articulated-motion-estimation-on-partnet-mobility-source-and-target>)

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

Data updated: 2026-04-06T07:35:09.285Z

Evaluation of Articulated Motion Estimation performance on the PartNet-Mobility dataset (covering both source and target configurations), reporting Angular Error (Ang Err), Positional Error (Pos Err), and Motion Distance (Motion Dist).

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 | Articulated Motion Estimation |
| Dataset (including any stated split) | PartNet-Mobility (source and target) |
| Metric | Angular Error |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 27 of 27 |
| 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

- [Angular Error](<https://www.sota2.com/research/sota/articulated-motion-estimation-on-partnet-mobility-source-and-target.md?metric=Angular%20Error>): Lower is better; unit: SCALAR.

- [Positional Error](<https://www.sota2.com/research/sota/articulated-motion-estimation-on-partnet-mobility-source-and-target.md?metric=Positional%20Error>): Lower is better; unit: SCALAR.

- [Motion Distance](<https://www.sota2.com/research/sota/articulated-motion-estimation-on-partnet-mobility-source-and-target.md?metric=Motion%20Distance>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Angular Error | Result date | Report paper |
| --- | --- | --- | --- |
| PAOLI | 0.095 | Not recorded | 68fa7b281e209131cea86ea4 |
| PAOLI | 0.525 | Not recorded | 68fa7b281e209131cea86ea4 |
| PAOLI | 0.839 | Not recorded | 68fa7b281e209131cea86ea4 |
| PAOLI | 0.878 | Not recorded | 68fa7b281e209131cea86ea4 |
| PAOLI | 0.914 | Not recorded | 68fa7b281e209131cea86ea4 |
| FM-Dense | 0.974 | Not recorded | 68fa7b281e209131cea86ea4 |
| PAOLI | 1.02 | Not recorded | 68fa7b281e209131cea86ea4 |
| PAOLI | 1.337 | Not recorded | 68fa7b281e209131cea86ea4 |
| PAOLI | 1.737 | Not recorded | 68fa7b281e209131cea86ea4 |
| PAOLI | 1.872 | Not recorded | 68fa7b281e209131cea86ea4 |
| PAOLI | 2.365 | Not recorded | 68fa7b281e209131cea86ea4 |
| FM-Dense | 3.716 | Not recorded | 68fa7b281e209131cea86ea4 |
| FM-Dense | 5.209 | Not recorded | 68fa7b281e209131cea86ea4 |
| FM-Dense | 12.603 | Not recorded | 68fa7b281e209131cea86ea4 |
| FM-Dense | 13.267 | Not recorded | 68fa7b281e209131cea86ea4 |
| FM-Dense | 35.926 | Not recorded | 68fa7b281e209131cea86ea4 |
| AGS | 36.568 | Not recorded | 68fa7b281e209131cea86ea4 |
| FM-Dense | 49.799 | Not recorded | 68fa7b281e209131cea86ea4 |
| AGS | 54.613 | Not recorded | 68fa7b281e209131cea86ea4 |
| AGS | 59.562 | Not recorded | 68fa7b281e209131cea86ea4 |
| AGS | 62.083 | Not recorded | 68fa7b281e209131cea86ea4 |
| AGS | 62.083 | Not recorded | 68fa7b281e209131cea86ea4 |
| AGS | 75.744 | Not recorded | 68fa7b281e209131cea86ea4 |
| AGS | 78.129 | Not recorded | 68fa7b281e209131cea86ea4 |
| AGS | 86.058 | Not recorded | 68fa7b281e209131cea86ea4 |
| AGS | 87.454 | Not recorded | 68fa7b281e209131cea86ea4 |
| AGS | 88.677 | Not recorded | 68fa7b281e209131cea86ea4 |

### PAOLI

Angular Error: 0.095. Result ID: 69d3613147f34ce924bad55d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

Recorded evaluation configuration: {"Pipeline":"Ours","Corr.":"Ours","Object":"Foldchair"}. This record does not assert independent reproduction.

### PAOLI

Angular Error: 0.525. Result ID: 69d3613147f34ce924bad566.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

Recorded evaluation configuration: {"Pipeline":"Ours","Corr.":"Ours","Object":"Storage†"}. This record does not assert independent reproduction.

### PAOLI

Angular Error: 0.839. Result ID: 69d3613147f34ce924bad561.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

Recorded evaluation configuration: {"Pipeline":"Ours","Corr.":"Ours","Object":"Scissor"}. This record does not assert independent reproduction.

### PAOLI

Angular Error: 0.878. Result ID: 69d3613147f34ce924bad565.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

Recorded evaluation configuration: {"Pipeline":"Ours","Corr.":"Ours","Object":"Blade†"}. This record does not assert independent reproduction.

### PAOLI

Angular Error: 0.914. Result ID: 69d3613147f34ce924bad55e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

Recorded evaluation configuration: {"Pipeline":"Ours","Corr.":"Ours","Object":"Fridge"}. This record does not assert independent reproduction.

### FM-Dense

Angular Error: 0.974. Result ID: 69d3613147f34ce924bad556.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42632.md>)

Recorded evaluation configuration: {"Pipeline":"Ours","Corr.":"FM-Dense","Object":"Foldchair"}. This record does not assert independent reproduction.

### PAOLI

Angular Error: 1.02. Result ID: 69d3613147f34ce924bad55f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

Recorded evaluation configuration: {"Pipeline":"Ours","Corr.":"Ours","Object":"Laptop"}. This record does not assert independent reproduction.

### PAOLI

Angular Error: 1.337. Result ID: 69d3613147f34ce924bad562.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

Recorded evaluation configuration: {"Pipeline":"Ours","Corr.":"Ours","Object":"Stapler"}. This record does not assert independent reproduction.

### PAOLI

Angular Error: 1.737. Result ID: 69d3613147f34ce924bad564.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

Recorded evaluation configuration: {"Pipeline":"Ours","Corr.":"Ours","Object":"Washer"}. This record does not assert independent reproduction.

### PAOLI

Angular Error: 1.872. Result ID: 69d3613147f34ce924bad563.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

Recorded evaluation configuration: {"Pipeline":"Ours","Corr.":"Ours","Object":"USB"}. This record does not assert independent reproduction.

### PAOLI

Angular Error: 2.365. Result ID: 69d3613147f34ce924bad560.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

Recorded evaluation configuration: {"Pipeline":"Ours","Corr.":"Ours","Object":"Oven"}. This record does not assert independent reproduction.

### FM-Dense

Angular Error: 3.716. Result ID: 69d3613147f34ce924bad55b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42632.md>)

Recorded evaluation configuration: {"Pipeline":"Ours","Corr.":"FM-Dense","Object":"Blade†"}. This record does not assert independent reproduction.

### FM-Dense

Angular Error: 5.209. Result ID: 69d3613147f34ce924bad558.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42632.md>)

Recorded evaluation configuration: {"Pipeline":"Ours","Corr.":"FM-Dense","Object":"Scissor"}. This record does not assert independent reproduction.

### FM-Dense

Angular Error: 12.603. Result ID: 69d3613147f34ce924bad559.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42632.md>)

Recorded evaluation configuration: {"Pipeline":"Ours","Corr.":"FM-Dense","Object":"USB"}. This record does not assert independent reproduction.

### FM-Dense

Angular Error: 13.267. Result ID: 69d3613147f34ce924bad557.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42632.md>)

Recorded evaluation configuration: {"Pipeline":"Ours","Corr.":"FM-Dense","Object":"Fridge"}. This record does not assert independent reproduction.

### FM-Dense

Angular Error: 35.926. Result ID: 69d3613147f34ce924bad55a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42632.md>)

Recorded evaluation configuration: {"Pipeline":"Ours","Corr.":"FM-Dense","Object":"Washer"}. This record does not assert independent reproduction.

### AGS

Angular Error: 36.568. Result ID: 69d3613147f34ce924bad54d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79d81e209131cea7fb87.md>)

Recorded evaluation configuration: {"Pipeline":"AGS","Corr.":"-","Object":"Fridge"}. This record does not assert independent reproduction.

### FM-Dense

Angular Error: 49.799. Result ID: 69d3613147f34ce924bad55c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed11e209131cea42632.md>)

Recorded evaluation configuration: {"Pipeline":"Ours","Corr.":"FM-Dense","Object":"Storage†"}. This record does not assert independent reproduction.

### AGS

Angular Error: 54.613. Result ID: 69d3613147f34ce924bad551.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79d81e209131cea7fb87.md>)

Recorded evaluation configuration: {"Pipeline":"AGS","Corr.":"-","Object":"Stapler"}. This record does not assert independent reproduction.

### AGS

Angular Error: 59.562. Result ID: 69d3613147f34ce924bad554.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79d81e209131cea7fb87.md>)

Recorded evaluation configuration: {"Pipeline":"AGS","Corr.":"-","Object":"Blade†"}. This record does not assert independent reproduction.

### AGS

Angular Error: 62.083. Result ID: 69d3613147f34ce924bad54c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79d81e209131cea7fb87.md>)

Recorded evaluation configuration: {"Pipeline":"AGS","Corr.":"-","Object":"Foldchair"}. This record does not assert independent reproduction.

### AGS

Angular Error: 62.083. Result ID: 69d3613147f34ce924bad550.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79d81e209131cea7fb87.md>)

Recorded evaluation configuration: {"Pipeline":"AGS","Corr.":"-","Object":"Scissor"}. This record does not assert independent reproduction.

### AGS

Angular Error: 75.744. Result ID: 69d3613147f34ce924bad555.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79d81e209131cea7fb87.md>)

Recorded evaluation configuration: {"Pipeline":"AGS","Corr.":"-","Object":"Storage†"}. This record does not assert independent reproduction.

### AGS

Angular Error: 78.129. Result ID: 69d3613147f34ce924bad54f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79d81e209131cea7fb87.md>)

Recorded evaluation configuration: {"Pipeline":"AGS","Corr.":"-","Object":"Oven"}. This record does not assert independent reproduction.

### AGS

Angular Error: 86.058. Result ID: 69d3613147f34ce924bad54e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79d81e209131cea7fb87.md>)

Recorded evaluation configuration: {"Pipeline":"AGS","Corr.":"-","Object":"Laptop"}. This record does not assert independent reproduction.

### AGS

Angular Error: 87.454. Result ID: 69d3613147f34ce924bad553.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79d81e209131cea7fb87.md>)

Recorded evaluation configuration: {"Pipeline":"AGS","Corr.":"-","Object":"Washer"}. This record does not assert independent reproduction.

### AGS

Angular Error: 88.677. Result ID: 69d3613147f34ce924bad552.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b281e209131cea86ea4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79d81e209131cea7fb87.md>)

Recorded evaluation configuration: {"Pipeline":"AGS","Corr.":"-","Object":"USB"}. This record does not assert independent reproduction.

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