# Object Detection on DOTA (1% labeled)

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

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

Data updated: 2026-02-26T05:22:47.380Z

Evaluation of Object Detection performance specifically on the 1% labeled subset of the DOTA dataset.

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) | DOTA (1% labeled) |
| Metric | AP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

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

- [AP50](<https://www.sota2.com/research/sota/object-detection-on-dota-1-percent-labeled.md?metric=AP50>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| SSOD + Crop (L + U) | 10.32 | Not recorded | 68fa70491e209131cea4a30d |
| SSOD + Crop (L) | 9.74 | Not recorded | 68fa70491e209131cea4a30d |
| SSOD | 8.78 | Not recorded | 68fa70491e209131cea4a30d |
| Supervised + Crop | 6.8 | Not recorded | 68fa70491e209131cea4a30d |
| Supervised | 5.56 | Not recorded | 68fa70491e209131cea4a30d |

### SSOD + Crop (L + U)

AP: 10.32. Result ID: 699111753a6c31484905718e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70491e209131cea4a30d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70491e209131cea4a30d.md>)

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

Recorded evaluation configuration: {"Mode":"Semi-supervised (Mean-Teacher)","Density Crop":"Labeled and Unlabeled images"}. This record does not assert independent reproduction.

### SSOD + Crop (L)

AP: 9.74. Result ID: 699111753a6c31484905718d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70491e209131cea4a30d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70491e209131cea4a30d.md>)

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

Recorded evaluation configuration: {"Mode":"Semi-supervised (Mean-Teacher)","Density Crop":"Labeled images"}. This record does not assert independent reproduction.

### SSOD

AP: 8.78. Result ID: 699111753a6c31484905718c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70491e209131cea4a30d.md>)

Recorded evaluation configuration: {"Mode":"Semi-supervised (Mean-Teacher)","Density Crop":"None"}. This record does not assert independent reproduction.

### Supervised + Crop

AP: 6.8. Result ID: 699111753a6c31484905718b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70491e209131cea4a30d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70491e209131cea4a30d.md>)

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

Recorded evaluation configuration: {"Mode":"Fully supervised","Density Crop":"Labeled images"}. This record does not assert independent reproduction.

### Supervised

AP: 5.56. Result ID: 699111753a6c31484905718a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70491e209131cea4a30d.md>)

Recorded evaluation configuration: {"Mode":"Fully supervised","Density Crop":"None"}. This record does not assert independent reproduction.

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