# Object Detection on NWPU VHR-10

Source: [Object Detection on NWPU VHR-10](<https://www.sota2.com/research/sota/object-detection-on-nwpu-vhr-10>)

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

Data updated: 2026-02-26T06:09:24.036Z

Evaluation of Object Detection performance on the NWPU VHR-10 dataset, reporting mAP and F-score.

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) | NWPU VHR-10 |
| Metric | mAP |
| 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](<https://www.sota2.com/research/sota/object-detection-on-nwpu-vhr-10.md?metric=mAP>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/object-detection-on-nwpu-vhr-10.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| RetinaNet+DAL | 88.3 | Not recorded | 68fa68f61e209131cea1f568 |
| RetinaNet | 86.4 | Not recorded | 68fa68f61e209131cea1f568 |

### RetinaNet+DAL

mAP: 88.3. Result ID: 698d910a8b517eb433226412.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68f61e209131cea1f568.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68f61e209131cea1f568.md>)

[Implementation](<https://github.com/ming71/DAL>)

Recorded evaluation configuration: {"Backbone":"RetinaNet+DAL"}. This record does not assert independent reproduction.

### RetinaNet

mAP: 86.4. Result ID: 698d910a8b517eb433226411.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68f61e209131cea1f568.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa640c1e209131cea02556.md>)

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

Recorded evaluation configuration: {"Backbone":"RetinaNet"}. This record does not assert independent reproduction.

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