# Object Detection on PandaSet Novel camera synthesis (front-left camera viewpoints)

Source: [Object Detection on PandaSet Novel camera synthesis (front-left camera viewpoints)](<https://www.sota2.com/research/sota/object-detection-on-pandaset-novel-camera-synthesis-front-left-camera-viewpoints>)

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

Data updated: 2026-05-22T08:56:35.133Z

Evaluation of Object Detection performance using the novel camera synthesis subset (front-left viewpoints) of the PandaSet dataset, reporting AP, Recall, and IoU.

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 | Object Detection |
| Dataset (including any stated split) | PandaSet Novel camera synthesis (front-left camera viewpoints) |
| Metric | AP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [AP](<https://www.sota2.com/research/sota/object-detection-on-pandaset-novel-camera-synthesis-front-left-camera-viewpoints.md?metric=AP>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/object-detection-on-pandaset-novel-camera-synthesis-front-left-camera-viewpoints.md?metric=Recall>): Higher is better; unit: PERCENT.

- [IoU](<https://www.sota2.com/research/sota/object-detection-on-pandaset-novel-camera-synthesis-front-left-camera-viewpoints.md?metric=IoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| GenRe+ | 78.5 | Not recorded | 6a0fe30af984739ed6739d63 |
| Difix3D | 67 | Not recorded | 6a0fe30af984739ed6739d63 |
| 3DGS | 56 | Not recorded | 6a0fe30af984739ed6739d63 |

### GenRe+

AP: 78.5. Result ID: 6a101a2bfbc373592c093e54.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe30af984739ed6739d63.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0fe30af984739ed6739d63.md>)

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

### Difix3D

AP: 67. Result ID: 6a101a2bfbc373592c093e53.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe30af984739ed6739d63.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77381e209131cea71c37.md>)

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

### 3DGS

AP: 56. Result ID: 6a101a2bfbc373592c093e52.

[Reporting paper](<https://www.sota2.com/research/paper/6a0fe30af984739ed6739d63.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70461e209131cea4a191.md>)

[Implementation](<https://repo-sam.inria.fr/fungraph/3d-gaussian-splatting/>)

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

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