# Horizontal Bounding Box Object Detection on NWPU VHR-10

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

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

Data updated: 2026-02-26T06:09:22.966Z

Evaluation of Horizontal Bounding Box Object Detection performance on the NWPU VHR-10 dataset, reporting mean Average Precision (mAP).

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 | Horizontal Bounding Box Object Detection |
| Dataset (including any stated split) | NWPU VHR-10 |
| Metric | mAP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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/horizontal-bounding-box-object-detection-on-nwpu-vhr-10.md?metric=mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| SCRDet | 91.75 | Not recorded | 68fa66391e209131cea0ef45 |
| Multi-Scale CNN | 89.6 | Not recorded | 68fa66391e209131cea0ef45 |
| RDAS512 | 89.5 | Not recorded | 68fa66391e209131cea0ef45 |
| RICADet | 87.12 | Not recorded | 68fa66391e209131cea0ef45 |
| Deformable Faster R-CNN | 84.4 | Not recorded | 68fa66391e209131cea0ef45 |
| DSOD300 | 79.8 | Not recorded | 68fa66391e209131cea0ef45 |
| Deformable R-FCN | 79.1 | Not recorded | 68fa66391e209131cea0ef45 |
| DSSD321 | 78.8 | Not recorded | 68fa66391e209131cea0ef45 |
| SSD512 | 78.4 | Not recorded | 68fa66391e209131cea0ef45 |
| R-P-Faster R-CNN | 76.5 | Not recorded | 68fa66391e209131cea0ef45 |

### SCRDet

mAP: 91.75. Result ID: 698ce2d48b517eb4331d6d1b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0ef45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0ef45.md>)

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

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

### Multi-Scale CNN

mAP: 89.6. Result ID: 698ce2d48b517eb4331d6d1a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0ef45.md>)

Recorded evaluation configuration: {"Multi-Scale":true}. This record does not assert independent reproduction.

### RDAS512

mAP: 89.5. Result ID: 698ce2d48b517eb4331d6d19.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0ef45.md>)

Recorded evaluation configuration: {"Input Resolution":"512"}. This record does not assert independent reproduction.

### RICADet

mAP: 87.12. Result ID: 698ce2d48b517eb4331d6d18.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0ef45.md>)

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

### Deformable Faster R-CNN

mAP: 84.4. Result ID: 698ce2d48b517eb4331d6d17.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0ef45.md>)

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

### DSOD300

mAP: 79.8. Result ID: 698ce2d48b517eb4331d6d15.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0ef45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa644e1e209131cea03e3a.md>)

Recorded evaluation configuration: {"Input Resolution":"300"}. This record does not assert independent reproduction.

### Deformable R-FCN

mAP: 79.1. Result ID: 698ce2d48b517eb4331d6d16.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0ef45.md>)

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

### DSSD321

mAP: 78.8. Result ID: 698ce2d48b517eb4331d6d14.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0ef45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63171e209131ce9fc966.md>)

Recorded evaluation configuration: {"Input Resolution":"321"}. This record does not assert independent reproduction.

### SSD512

mAP: 78.4. Result ID: 698ce2d48b517eb4331d6d13.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0ef45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63091e209131ce9fc889.md>)

[Implementation](<https://github.com/weiliu89/caffe/tree/ssd>)

Recorded evaluation configuration: {"Input Resolution":"512"}. This record does not assert independent reproduction.

### R-P-Faster R-CNN

mAP: 76.5. Result ID: 698ce2d48b517eb4331d6d12.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0ef45.md>)

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

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