# Stable Placement Prediction on YCB

Source: [Stable Placement Prediction on YCB](<https://www.sota2.com/research/sota/stable-placement-prediction-on-ycb>)

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

Data updated: 2026-03-10T09:47:46.013Z

Evaluation of Stable Placement Prediction performance on the YCB dataset, measured by Rotational error (degrees), Translational error (cm), and L2 Full distance.

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 | Stable Placement Prediction |
| Dataset (including any stated split) | YCB |
| Metric | Rotational Error (deg) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 10 of 10 |
| 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

- [Rotational Error (deg)](<https://www.sota2.com/research/sota/stable-placement-prediction-on-ycb.md?metric=Rotational%20Error%20(deg)>): Lower is better; unit: SCALAR.

- [Translational Error (cm)](<https://www.sota2.com/research/sota/stable-placement-prediction-on-ycb.md?metric=Translational%20Error%20(cm)>): Lower is better; unit: SCALAR.

- [L2 Full Distance Error](<https://www.sota2.com/research/sota/stable-placement-prediction-on-ycb.md?metric=L2%20Full%20Distance%20Error>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Rotational Error (deg) | Result date | Report paper |
| --- | --- | --- | --- |
| UniP | 2.5 | Not recorded | 68fa7c291e209131cea8cc07 |
| UniP | 2.8 | Not recorded | 68fa7c291e209131cea8cc07 |
| UOP-Net | 2.93 | Not recorded | 68fa7c291e209131cea8cc07 |
| UniP | 5.16 | Not recorded | 68fa7c291e209131cea8cc07 |
| UniP | 6.81 | Not recorded | 68fa7c291e209131cea8cc07 |
| UOP-Net | 6.99 | Not recorded | 68fa7c291e209131cea8cc07 |
| UOP-Net | 8.02 | Not recorded | 68fa7c291e209131cea8cc07 |
| UOP-Net | 8.15 | Not recorded | 68fa7c291e209131cea8cc07 |
| UniP | 8.56 | Not recorded | 68fa7c291e209131cea8cc07 |
| UOP-Net | 8.88 | Not recorded | 68fa7c291e209131cea8cc07 |

### UniP

Rotational Error (deg): 2.5. Result ID: 69afe8b86dbb7075b958b6fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc07.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc07.md>)

Recorded evaluation configuration: {"Object":"Power Drill","Coverage":"73.90% ± 1.94"}. This record does not assert independent reproduction.

### UniP

Rotational Error (deg): 2.8. Result ID: 69afe8b86dbb7075b958b6ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc07.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc07.md>)

Recorded evaluation configuration: {"Object":"Cracker Box","Coverage":"73.24% ± 6.12"}. This record does not assert independent reproduction.

### UOP-Net

Rotational Error (deg): 2.93. Result ID: 69afe8b86dbb7075b958b700.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc07.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70911e209131cea4be3c.md>)

Recorded evaluation configuration: {"Object":"Cracker Box","Coverage":"73.24% ± 6.12"}. This record does not assert independent reproduction.

### UniP

Rotational Error (deg): 5.16. Result ID: 69afe8b86dbb7075b958b701.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc07.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc07.md>)

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

### UniP

Rotational Error (deg): 6.81. Result ID: 69afe8b86dbb7075b958b6fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc07.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc07.md>)

Recorded evaluation configuration: {"Object":"Mustard Bottle","Coverage":"84.86% ± 0.64"}. This record does not assert independent reproduction.

### UOP-Net

Rotational Error (deg): 6.99. Result ID: 69afe8b86dbb7075b958b702.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc07.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70911e209131cea4be3c.md>)

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

### UOP-Net

Rotational Error (deg): 8.02. Result ID: 69afe8b86dbb7075b958b6fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc07.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70911e209131cea4be3c.md>)

Recorded evaluation configuration: {"Object":"Mustard Bottle","Coverage":"84.86% ± 0.64"}. This record does not assert independent reproduction.

### UOP-Net

Rotational Error (deg): 8.15. Result ID: 69afe8b86dbb7075b958b6fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc07.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70911e209131cea4be3c.md>)

Recorded evaluation configuration: {"Object":"Power Drill","Coverage":"73.90% ± 1.94"}. This record does not assert independent reproduction.

### UniP

Rotational Error (deg): 8.56. Result ID: 69afe8b86dbb7075b958b6f9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc07.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc07.md>)

Recorded evaluation configuration: {"Object":"Pringles Can","Coverage":"84.14% ± 1.70"}. This record does not assert independent reproduction.

### UOP-Net

Rotational Error (deg): 8.88. Result ID: 69afe8b86dbb7075b958b6fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c291e209131cea8cc07.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70911e209131cea4be3c.md>)

Recorded evaluation configuration: {"Object":"Pringles Can","Coverage":"84.14% ± 1.70"}. This record does not assert independent reproduction.

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