# Animal Object Detection on PASCAL-Parts VOC 2010 (val)

Source: [Animal Object Detection on PASCAL-Parts VOC 2010 (val)](<https://www.sota2.com/research/sota/animal-object-detection-on-pascal-parts-voc-2010-val>)

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

Data updated: 2026-02-26T06:10:00.151Z

Evaluation of Animal Object Detection performance on the validation split of the PASCAL-Parts VOC 2010 dataset, reporting metrics like mAP@0.5.

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 | Animal Object Detection |
| Dataset (including any stated split) | PASCAL-Parts VOC 2010 (val) |
| Metric | mAP@0.5 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [mAP@0.5](<https://www.sota2.com/research/sota/animal-object-detection-on-pascal-parts-voc-2010-val.md?metric=mAP%400.5>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP@0.5 | Result date | Report paper |
| --- | --- | --- | --- |
| Joint Object and Part Detection | 87.5 | Not recorded | 68fa67ec1e209131cea19277 |
| Object Detection | 87.2 | Not recorded | 68fa67ec1e209131cea19277 |

### Joint Object and Part Detection

mAP@0.5: 87.5. Result ID: 698d4c258b517eb4332072d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67ec1e209131cea19277.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67ec1e209131cea19277.md>)

[Implementation](<https://www.sota2.com/github.com/kevalmorabia97/Object-and-Semantic-Part-Detection-pyTorch>)

Recorded evaluation configuration: {"Model":"Joint Object and Part Detection"}. This record does not assert independent reproduction.

### Object Detection

mAP@0.5: 87.2. Result ID: 698d4c258b517eb4332072cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67ec1e209131cea19277.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62451e209131ce9f8655.md>)

[Implementation](<https://github.com/shaoqingren/faster_rcnn>)

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

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