# Object Detection on PASCAL VOC 2007 (labeled)

Source: [Object Detection on PASCAL VOC 2007 (labeled)](<https://www.sota2.com/research/sota/object-detection-on-pascal-voc-2007-labeled>)

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

Data updated: 2026-02-26T05:23:17.372Z

Evaluation of Object Detection performance on the PASCAL VOC 2007 dataset using the specific '(labeled)' subset/annotation configuration, reporting AP50 and AP50:95 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 | Object Detection |
| Dataset (including any stated split) | PASCAL VOC 2007 (labeled) |
| Metric | AP50 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| 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

- [AP50](<https://www.sota2.com/research/sota/object-detection-on-pascal-voc-2007-labeled.md?metric=AP50>): Higher is better; unit: PERCENT.

- [AP50:95](<https://www.sota2.com/research/sota/object-detection-on-pascal-voc-2007-labeled.md?metric=AP50%3A95>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP50 | Result date | Report paper |
| --- | --- | --- | --- |
| Supervised | 72.63 | Not recorded | 68fa6c011e209131cea319e6 |

### Supervised

AP50: 72.63. Result ID: 698eba89ffc3901de0a02611.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c011e209131cea319e6.md>)

Recorded evaluation configuration: {"Unlabeled":"None"}. This record does not assert independent reproduction.

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