# Object Detection on VisDrone 5% labeled images

Source: [Object Detection on VisDrone 5% labeled images](<https://www.sota2.com/research/sota/object-detection-on-visdrone-5-percent-labeled-images>)

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

Data updated: 2026-02-26T05:22:47.463Z

Evaluation of Object Detection performance using the specific 5% labeled subset of the VisDrone 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) | VisDrone 5% labeled images |
| 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-visdrone-5-percent-labeled-images.md?metric=AP>): Higher is better; unit: PERCENT.

- [AP50](<https://www.sota2.com/research/sota/object-detection-on-visdrone-5-percent-labeled-images.md?metric=AP50>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| SSOD + Crop (L + U) | 23.57 | Not recorded | 68fa70491e209131cea4a30d |
| SSOD + Crop (L) | 22.52 | Not recorded | 68fa70491e209131cea4a30d |
| SSOD | 21.89 | Not recorded | 68fa70491e209131cea4a30d |
| Supervised + Crop | 20.9 | Not recorded | 68fa70491e209131cea4a30d |
| Supervised | 16.11 | Not recorded | 68fa70491e209131cea4a30d |

### SSOD + Crop (L + U)

AP: 23.57. Result ID: 699111753a6c3148490571a2.

[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: {"Framework":"Density crop-guided semi-supervised detector","Density Crops":"Labeled and Unlabeled images"}. This record does not assert independent reproduction.

### SSOD + Crop (L)

AP: 22.52. Result ID: 699111753a6c3148490571a1.

[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: {"Framework":"Density crop-guided semi-supervised detector","Density Crops":"Labeled images only"}. This record does not assert independent reproduction.

### SSOD

AP: 21.89. Result ID: 699111753a6c3148490571a0.

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

Recorded evaluation configuration: {"Framework":"Mean-Teacher","Density Crops":"None"}. This record does not assert independent reproduction.

### Supervised + Crop

AP: 20.9. Result ID: 699111753a6c31484905719f.

[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: {"Training setting":"Supervised with density crops"}. This record does not assert independent reproduction.

### Supervised

AP: 16.11. Result ID: 699111753a6c31484905719e.

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

Recorded evaluation configuration: {"Training setting":"Supervised baseline"}. This record does not assert independent reproduction.

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