# Articulated Object Joint Estimation on PartNet-Mobility Simulated Dataset Seen Categories v0 (test)

Source: [Articulated Object Joint Estimation on PartNet-Mobility Simulated Dataset Seen Categories v0 (test)](<https://www.sota2.com/research/sota/articulated-object-joint-estimation-on-partnet-mobility-simulated-dataset-seen-categories-v0-test>)

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

Data updated: 2026-02-26T05:54:20.610Z

Evaluation of Articulated Object Joint Estimation performance on the test split of the PartNet-Mobility Simulated Dataset (Seen Categories v0), reporting Axis Orientation Error, Axis Displacement Error, and Joint State Error.

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 Object Joint Estimation |
| Dataset (including any stated split) | PartNet-Mobility Simulated Dataset Seen Categories v0 (test) |
| Metric | Orientation Error (°) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 33 of 33 |
| 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

- [Orientation Error (°)](<https://www.sota2.com/research/sota/articulated-object-joint-estimation-on-partnet-mobility-simulated-dataset-seen-categories-v0-test.md?metric=Orientation%20Error%20(%C2%B0)>): Lower is better; unit: SCALAR.

- [Displacement Error (cm)](<https://www.sota2.com/research/sota/articulated-object-joint-estimation-on-partnet-mobility-simulated-dataset-seen-categories-v0-test.md?metric=Displacement%20Error%20(cm)>): Lower is better; unit: SCALAR.

- [Joint State Error (deg/cm)](<https://www.sota2.com/research/sota/articulated-object-joint-estimation-on-partnet-mobility-simulated-dataset-seen-categories-v0-test.md?metric=Joint%20State%20Error%20(deg%2Fcm)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Orientation Error (°) | Result date | Report paper |
| --- | --- | --- | --- |
| PokeNet | 6.12 | Not recorded | 6982d284a8b01e76cc8e92ac |
| PokeNet | 6.14 | Not recorded | 6982d284a8b01e76cc8e92ac |
| PokeNet | 7.16 | Not recorded | 6982d284a8b01e76cc8e92ac |
| PokeNet | 7.26 | Not recorded | 6982d284a8b01e76cc8e92ac |
| GAPartNet | 7.28 | Not recorded | 6982d284a8b01e76cc8e92ac |
| PokeNet | 7.36 | Not recorded | 6982d284a8b01e76cc8e92ac |
| PokeNet | 7.48 | Not recorded | 6982d284a8b01e76cc8e92ac |
| PokeNet | 7.84 | Not recorded | 6982d284a8b01e76cc8e92ac |
| PokeNet | 8.21 | Not recorded | 6982d284a8b01e76cc8e92ac |
| PokeNet | 8.51 | Not recorded | 6982d284a8b01e76cc8e92ac |
| GAPartNet | 8.85 | Not recorded | 6982d284a8b01e76cc8e92ac |
| PokeNet | 8.92 | Not recorded | 6982d284a8b01e76cc8e92ac |
| PokeNet | 9.03 | Not recorded | 6982d284a8b01e76cc8e92ac |
| GAPartNet | 9.34 | Not recorded | 6982d284a8b01e76cc8e92ac |
| GAPartNet | 9.39 | Not recorded | 6982d284a8b01e76cc8e92ac |
| GAPartNet | 9.71 | Not recorded | 6982d284a8b01e76cc8e92ac |
| GAPartNet | 9.88 | Not recorded | 6982d284a8b01e76cc8e92ac |
| GAPartNet | 9.93 | Not recorded | 6982d284a8b01e76cc8e92ac |
| GAPartNet | 10.07 | Not recorded | 6982d284a8b01e76cc8e92ac |
| GAPartNet | 10.57 | Not recorded | 6982d284a8b01e76cc8e92ac |
| GAPartNet | 10.66 | Not recorded | 6982d284a8b01e76cc8e92ac |
| GAPartNet | 11.74 | Not recorded | 6982d284a8b01e76cc8e92ac |
| Screwnet | 20.74 | Not recorded | 6982d284a8b01e76cc8e92ac |
| Screwnet | 20.93 | Not recorded | 6982d284a8b01e76cc8e92ac |
| Screwnet | 21.13 | Not recorded | 6982d284a8b01e76cc8e92ac |
| Screwnet | 21.62 | Not recorded | 6982d284a8b01e76cc8e92ac |
| Screwnet | 21.78 | Not recorded | 6982d284a8b01e76cc8e92ac |
| Screwnet | 22.41 | Not recorded | 6982d284a8b01e76cc8e92ac |
| Screwnet | 22.69 | Not recorded | 6982d284a8b01e76cc8e92ac |
| Screwnet | 23.58 | Not recorded | 6982d284a8b01e76cc8e92ac |
| Screwnet | 24.05 | Not recorded | 6982d284a8b01e76cc8e92ac |
| Screwnet | 24.72 | Not recorded | 6982d284a8b01e76cc8e92ac |
| Screwnet | 26.87 | Not recorded | 6982d284a8b01e76cc8e92ac |

### PokeNet

Orientation Error (°): 6.12. Result ID: 6999c8e25698665ec44606fb.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

Recorded evaluation configuration: {"Object":"Scissors"}. This record does not assert independent reproduction.

### PokeNet

Orientation Error (°): 6.14. Result ID: 6999c8e25698665ec44606e6.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

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

### PokeNet

Orientation Error (°): 7.16. Result ID: 6999c8e25698665ec44606f2.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

Recorded evaluation configuration: {"Object":"Window"}. This record does not assert independent reproduction.

### PokeNet

Orientation Error (°): 7.26. Result ID: 6999c8e25698665ec44606e0.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

Recorded evaluation configuration: {"Object":"Microwave"}. This record does not assert independent reproduction.

### GAPartNet

Orientation Error (°): 7.28. Result ID: 6999c8e25698665ec44606e5.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42ccc.md>)

[Implementation](<https://pku-epic.github.io/GAPartNet>)

Recorded evaluation configuration: {"Object":"Laptop","Initial State":"partially opened"}. This record does not assert independent reproduction.

### PokeNet

Orientation Error (°): 7.36. Result ID: 6999c8e25698665ec44606ec.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

Recorded evaluation configuration: {"Object":"Drawer"}. This record does not assert independent reproduction.

### PokeNet

Orientation Error (°): 7.48. Result ID: 6999c8e25698665ec44606e3.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

Recorded evaluation configuration: {"Object":"Washing Machine"}. This record does not assert independent reproduction.

### PokeNet

Orientation Error (°): 7.84. Result ID: 6999c8e25698665ec44606f8.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

Recorded evaluation configuration: {"Object":"Fan"}. This record does not assert independent reproduction.

### PokeNet

Orientation Error (°): 8.21. Result ID: 6999c8e25698665ec44606fe.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

Recorded evaluation configuration: {"Object":"Bucket"}. This record does not assert independent reproduction.

### PokeNet

Orientation Error (°): 8.51. Result ID: 6999c8e25698665ec44606ef.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

Recorded evaluation configuration: {"Object":"Trashcan"}. This record does not assert independent reproduction.

### GAPartNet

Orientation Error (°): 8.85. Result ID: 6999c8e25698665ec44606fa.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42ccc.md>)

[Implementation](<https://pku-epic.github.io/GAPartNet>)

Recorded evaluation configuration: {"Object":"Scissors","Initial State":"partially opened"}. This record does not assert independent reproduction.

### PokeNet

Orientation Error (°): 8.92. Result ID: 6999c8e25698665ec44606e9.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

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

### PokeNet

Orientation Error (°): 9.03. Result ID: 6999c8e25698665ec44606f5.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

Recorded evaluation configuration: {"Object":"Door"}. This record does not assert independent reproduction.

### GAPartNet

Orientation Error (°): 9.34. Result ID: 6999c8e25698665ec44606ee.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42ccc.md>)

[Implementation](<https://pku-epic.github.io/GAPartNet>)

Recorded evaluation configuration: {"Object":"Trashcan","Initial State":"partially opened"}. This record does not assert independent reproduction.

### GAPartNet

Orientation Error (°): 9.39. Result ID: 6999c8e25698665ec44606f1.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42ccc.md>)

[Implementation](<https://pku-epic.github.io/GAPartNet>)

Recorded evaluation configuration: {"Object":"Window","Initial State":"partially opened"}. This record does not assert independent reproduction.

### GAPartNet

Orientation Error (°): 9.71. Result ID: 6999c8e25698665ec44606df.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42ccc.md>)

[Implementation](<https://pku-epic.github.io/GAPartNet>)

Recorded evaluation configuration: {"Object":"Microwave","Initial State":"partially opened"}. This record does not assert independent reproduction.

### GAPartNet

Orientation Error (°): 9.88. Result ID: 6999c8e25698665ec44606f4.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42ccc.md>)

[Implementation](<https://pku-epic.github.io/GAPartNet>)

Recorded evaluation configuration: {"Object":"Door","Initial State":"partially opened"}. This record does not assert independent reproduction.

### GAPartNet

Orientation Error (°): 9.93. Result ID: 6999c8e25698665ec44606f7.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42ccc.md>)

[Implementation](<https://pku-epic.github.io/GAPartNet>)

Recorded evaluation configuration: {"Object":"Fan","Initial State":"partially opened"}. This record does not assert independent reproduction.

### GAPartNet

Orientation Error (°): 10.07. Result ID: 6999c8e25698665ec44606eb.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42ccc.md>)

[Implementation](<https://pku-epic.github.io/GAPartNet>)

Recorded evaluation configuration: {"Object":"Drawer","Initial State":"partially opened"}. This record does not assert independent reproduction.

### GAPartNet

Orientation Error (°): 10.57. Result ID: 6999c8e25698665ec44606e2.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42ccc.md>)

[Implementation](<https://pku-epic.github.io/GAPartNet>)

Recorded evaluation configuration: {"Object":"Washing Machine","Initial State":"partially opened"}. This record does not assert independent reproduction.

### GAPartNet

Orientation Error (°): 10.66. Result ID: 6999c8e25698665ec44606fd.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42ccc.md>)

[Implementation](<https://pku-epic.github.io/GAPartNet>)

Recorded evaluation configuration: {"Object":"Bucket","Initial State":"partially opened"}. This record does not assert independent reproduction.

### GAPartNet

Orientation Error (°): 11.74. Result ID: 6999c8e25698665ec44606e8.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42ccc.md>)

[Implementation](<https://pku-epic.github.io/GAPartNet>)

Recorded evaluation configuration: {"Object":"Fridge","Initial State":"partially opened"}. This record does not assert independent reproduction.

### Screwnet

Orientation Error (°): 20.74. Result ID: 6999c8e25698665ec44606fc.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5c1e209131cea27b43.md>)

Recorded evaluation configuration: {"Object":"Bucket"}. This record does not assert independent reproduction.

### Screwnet

Orientation Error (°): 20.93. Result ID: 6999c8e25698665ec44606f0.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5c1e209131cea27b43.md>)

Recorded evaluation configuration: {"Object":"Window"}. This record does not assert independent reproduction.

### Screwnet

Orientation Error (°): 21.13. Result ID: 6999c8e25698665ec44606de.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5c1e209131cea27b43.md>)

Recorded evaluation configuration: {"Object":"Microwave"}. This record does not assert independent reproduction.

### Screwnet

Orientation Error (°): 21.62. Result ID: 6999c8e25698665ec44606f9.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5c1e209131cea27b43.md>)

Recorded evaluation configuration: {"Object":"Scissors"}. This record does not assert independent reproduction.

### Screwnet

Orientation Error (°): 21.78. Result ID: 6999c8e25698665ec44606e1.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5c1e209131cea27b43.md>)

Recorded evaluation configuration: {"Object":"Washing Machine"}. This record does not assert independent reproduction.

### Screwnet

Orientation Error (°): 22.41. Result ID: 6999c8e25698665ec44606f6.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5c1e209131cea27b43.md>)

Recorded evaluation configuration: {"Object":"Fan"}. This record does not assert independent reproduction.

### Screwnet

Orientation Error (°): 22.69. Result ID: 6999c8e25698665ec44606e4.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5c1e209131cea27b43.md>)

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

### Screwnet

Orientation Error (°): 23.58. Result ID: 6999c8e25698665ec44606ea.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5c1e209131cea27b43.md>)

Recorded evaluation configuration: {"Object":"Drawer"}. This record does not assert independent reproduction.

### Screwnet

Orientation Error (°): 24.05. Result ID: 6999c8e25698665ec44606f3.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5c1e209131cea27b43.md>)

Recorded evaluation configuration: {"Object":"Door"}. This record does not assert independent reproduction.

### Screwnet

Orientation Error (°): 24.72. Result ID: 6999c8e25698665ec44606ed.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5c1e209131cea27b43.md>)

Recorded evaluation configuration: {"Object":"Trashcan"}. This record does not assert independent reproduction.

### Screwnet

Orientation Error (°): 26.87. Result ID: 6999c8e25698665ec44606e7.

[Reporting paper](<https://www.sota2.com/research/paper/6982d284a8b01e76cc8e92ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5c1e209131cea27b43.md>)

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

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