# Oriented Object Detection on DOTA 1.5 (10% labeled)

Source: [Oriented Object Detection on DOTA 1.5 (10% labeled)](<https://www.sota2.com/research/sota/oriented-object-detection-on-dota-1-5-10-percent-labeled>)

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

Data updated: 2026-02-26T06:09:29.947Z

Evaluation of Oriented Object Detection performance on the 10% labeled subset of the DOTA v1.5 dataset, reporting standard metrics like 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 | Oriented Object Detection |
| Dataset (including any stated split) | DOTA 1.5 (10% labeled) |
| Metric | mAP |
| 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

- [mAP](<https://www.sota2.com/research/sota/oriented-object-detection-on-dota-1-5-10-percent-labeled.md?metric=mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| SOOD | 48.63 | Not recorded | 68fa6f0c1e209131cea43919 |
| Soft Teacher | 48.46 | Not recorded | 68fa6f0c1e209131cea43919 |
| Dense Teacher | 46.9 | Not recorded | 68fa6f0c1e209131cea43919 |
| Unbiased Teacher | 44.51 | Not recorded | 68fa6f0c1e209131cea43919 |
| Faster R-CNN | 43.43 | Not recorded | 68fa6f0c1e209131cea43919 |
| FCOS | 42.78 | Not recorded | 68fa6f0c1e209131cea43919 |

### SOOD

mAP: 48.63. Result ID: 699092af3a6c314849018c80.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f0c1e209131cea43919.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f0c1e209131cea43919.md>)

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

Recorded evaluation configuration: {"Setting":"Semi-supervised","Detector":"rotated-FCOS"}. This record does not assert independent reproduction.

### Soft Teacher

mAP: 48.46. Result ID: 699092af3a6c314849018c7e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f0c1e209131cea43919.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a7e1e209131cea28a20.md>)

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

Recorded evaluation configuration: {"Setting":"Semi-supervised","Detector":"rotated-Faster-RCNN"}. This record does not assert independent reproduction.

### Dense Teacher

mAP: 46.9. Result ID: 699092af3a6c314849018c7f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f0c1e209131cea43919.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d171e209131cea379dd.md>)

[Implementation](<https://github.com/Megvii-BaseDetection/DenseTeacher>)

Recorded evaluation configuration: {"Setting":"Semi-supervised","Detector":"rotated-FCOS"}. This record does not assert independent reproduction.

### Unbiased Teacher

mAP: 44.51. Result ID: 699092af3a6c314849018c7d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f0c1e209131cea43919.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694c1e209131cea21551.md>)

[Implementation](<https://github.com/facebookresearch/unbiased-teacher.>)

Recorded evaluation configuration: {"Setting":"Semi-supervised","Detector":"rotated-Faster-RCNN"}. This record does not assert independent reproduction.

### Faster R-CNN

mAP: 43.43. Result ID: 699092af3a6c314849018c7b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f0c1e209131cea43919.md>)

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

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

Recorded evaluation configuration: {"Setting":"Supervised","Detector":"rotated-Faster-RCNN"}. This record does not assert independent reproduction.

### FCOS

mAP: 42.78. Result ID: 699092af3a6c314849018c7c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f0c1e209131cea43919.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66361e209131cea0ed2a.md>)

[Implementation](<https://www.sota2.com/tinyurl.com/FCOSv1>)

Recorded evaluation configuration: {"Setting":"Supervised","Detector":"rotated-FCOS"}. This record does not assert independent reproduction.

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