# Object Detection on HRSC PASCAL VOC2012 2016

Source: [Object Detection on HRSC PASCAL VOC2012 2016](<https://www.sota2.com/research/sota/object-detection-on-hrsc-pascal-voc2012-2016>)

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

Data updated: 2026-03-16T08:39:01.894Z

Evaluation of Object Detection performance on the HRSC PASCAL VOC2012 2016 dataset, reporting standard metrics like AP50, AP75, and 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 | Object Detection |
| Dataset (including any stated split) | HRSC PASCAL VOC2012 2016 |
| Metric | AP50 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-hrsc-pascal-voc2012-2016.md?metric=AP50>): Higher is better; unit: PERCENT.

- [AP75](<https://www.sota2.com/research/sota/object-detection-on-hrsc-pascal-voc2012-2016.md?metric=AP75>): Higher is better; unit: PERCENT.

- [mAP](<https://www.sota2.com/research/sota/object-detection-on-hrsc-pascal-voc2012-2016.md?metric=mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP50 | Result date | Report paper |
| --- | --- | --- | --- |
| LSKNet+ours | 98.3 | Not recorded | 69a5195e2d603e6de3e3c756 |
| Strip R-CNN+ours | 98.2 | Not recorded | 69a5195e2d603e6de3e3c756 |
| LSKNet | 97.8 | Not recorded | 69a5195e2d603e6de3e3c756 |
| Strip R-CNN | 97.7 | Not recorded | 69a5195e2d603e6de3e3c756 |
| Oriented R-CNN | 96.3 | Not recorded | 69a5195e2d603e6de3e3c756 |
| Oriented R-CNN+ours | 95.9 | Not recorded | 69a5195e2d603e6de3e3c756 |

### LSKNet+ours

AP50: 98.3. Result ID: 69b7c15a47f34ce9249f66e3.

[Reporting paper](<https://www.sota2.com/research/paper/69a5195e2d603e6de3e3c756.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a5195e2d603e6de3e3c756.md>)

Recorded evaluation configuration: {"Parameters":"48.34M","FLOPs":"114.89G"}. This record does not assert independent reproduction.

### Strip R-CNN+ours

AP50: 98.2. Result ID: 69b7c15a47f34ce9249f66e5.

[Reporting paper](<https://www.sota2.com/research/paper/69a5195e2d603e6de3e3c756.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a5195e2d603e6de3e3c756.md>)

Recorded evaluation configuration: {"Parameters":"49.05M","FLOPs":"115.91G"}. This record does not assert independent reproduction.

### LSKNet

AP50: 97.8. Result ID: 69b7c15a47f34ce9249f66e2.

[Reporting paper](<https://www.sota2.com/research/paper/69a5195e2d603e6de3e3c756.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a8a1e209131cea83c89.md>)

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

Recorded evaluation configuration: {"Parameters":"30.96M","FLOPs":"111.42G"}. This record does not assert independent reproduction.

### Strip R-CNN

AP50: 97.7. Result ID: 69b7c15a47f34ce9249f66e4.

[Reporting paper](<https://www.sota2.com/research/paper/69a5195e2d603e6de3e3c756.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77401e209131cea71ff5.md>)

[Implementation](<https://github.com/HVision-NKU/Strip-R-CNN>)

Recorded evaluation configuration: {"Parameters":"45.12M","FLOPs":"157.19G"}. This record does not assert independent reproduction.

### Oriented R-CNN

AP50: 96.3. Result ID: 69b7c15a47f34ce9249f66e0.

[Reporting paper](<https://www.sota2.com/research/paper/69a5195e2d603e6de3e3c756.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a921e209131cea28f30.md>)

[Implementation](<https://github.com/jbwang1997/OBBDetection>)

Recorded evaluation configuration: {"Parameters":"41.13M","FLOPs":"134.46G"}. This record does not assert independent reproduction.

### Oriented R-CNN+ours

AP50: 95.9. Result ID: 69b7c15a47f34ce9249f66e1.

[Reporting paper](<https://www.sota2.com/research/paper/69a5195e2d603e6de3e3c756.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a5195e2d603e6de3e3c756.md>)

Recorded evaluation configuration: {"Parameters":"63.27M","FLOPs":"140.70G"}. This record does not assert independent reproduction.

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