# 3D Object Detection on Objectron

Source: [3D Object Detection on Objectron](<https://www.sota2.com/research/sota/3d-object-detection-on-objectron>)

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

Data updated: 2026-02-26T05:23:14.866Z

Evaluation of single-object 3D detection performance on the Objectron dataset, reporting AP3D metrics.

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 | Single-object 3D detection |
| Dataset (including any stated split) | Objectron |
| Metric | AP3D |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [AP3D](<https://www.sota2.com/research/sota/3d-object-detection-on-objectron.md?metric=AP3D>): Higher is better; unit: PERCENT.

- [AP3D@15](<https://www.sota2.com/research/sota/3d-object-detection-on-objectron.md?metric=AP3D%4015>): Higher is better; unit: PERCENT.

- [AP3D@25](<https://www.sota2.com/research/sota/3d-object-detection-on-objectron.md?metric=AP3D%4025>): Higher is better; unit: PERCENT.

- [AP3D@50](<https://www.sota2.com/research/sota/3d-object-detection-on-objectron.md?metric=AP3D%4050>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP3D | Result date | Report paper |
| --- | --- | --- | --- |
| Cube-RCNN | 50.8 | Not recorded | 68fa71a31e209131cea523b5 |
| UIO-2 | 43.3 | Not recorded | 68fa71a31e209131cea523b5 |
| UIO-2 | 42.9 | Not recorded | 68fa71a31e209131cea523b5 |
| UIO-2 | 42.4 | Not recorded | 68fa71a31e209131cea523b5 |

### Cube-RCNN

AP3D: 50.8. Result ID: 6991f2ec3a6c3148490ba26a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71a31e209131cea523b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee21e209131cea42a09.md>)

[Implementation](<https://github.com/facebookresearch/omni3d>)

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

### UIO-2

AP3D: 43.3. Result ID: 6991f2ec3a6c3148490ba26c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71a31e209131cea523b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71a31e209131cea523b5.md>)

[Implementation](<https://www.sota2.com/unified-io-2.allenai.org>)

Recorded evaluation configuration: {"Model Size":"XL"}. This record does not assert independent reproduction.

### UIO-2

AP3D: 42.9. Result ID: 6991f2ec3a6c3148490ba26b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71a31e209131cea523b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71a31e209131cea523b5.md>)

[Implementation](<https://www.sota2.com/unified-io-2.allenai.org>)

Recorded evaluation configuration: {"Model Size":"L"}. This record does not assert independent reproduction.

### UIO-2

AP3D: 42.4. Result ID: 6991f2ec3a6c3148490ba26d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71a31e209131cea523b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71a31e209131cea523b5.md>)

[Implementation](<https://www.sota2.com/unified-io-2.allenai.org>)

Recorded evaluation configuration: {"Model Size":"XXL"}. This record does not assert independent reproduction.

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