# Object Detection on VisDrone 10% labeled images (test-dev)

Source: [Object Detection on VisDrone 10% labeled images (test-dev)](<https://www.sota2.com/research/sota/object-detection-on-visdrone-10-percent-labeled-images-test-dev>)

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

Data updated: 2026-02-26T05:22:47.360Z

Evaluation of Object Detection performance using the specific 10% labeled subset of the VisDrone test-dev split.

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 10% labeled images (test-dev) |
| Metric | AP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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-10-percent-labeled-images-test-dev.md?metric=AP>): Higher is better; unit: PERCENT.

- [AP50](<https://www.sota2.com/research/sota/object-detection-on-visdrone-10-percent-labeled-images-test-dev.md?metric=AP50>): Higher is better; unit: PERCENT.

- [AP75](<https://www.sota2.com/research/sota/object-detection-on-visdrone-10-percent-labeled-images-test-dev.md?metric=AP75>): Higher is better; unit: PERCENT.

- [APs](<https://www.sota2.com/research/sota/object-detection-on-visdrone-10-percent-labeled-images-test-dev.md?metric=APs>): Higher is better; unit: PERCENT.

- [APm](<https://www.sota2.com/research/sota/object-detection-on-visdrone-10-percent-labeled-images-test-dev.md?metric=APm>): Higher is better; unit: PERCENT.

- [APl](<https://www.sota2.com/research/sota/object-detection-on-visdrone-10-percent-labeled-images-test-dev.md?metric=APl>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| density crop-guided semi-supervised detector | 27.46 | Not recorded | 68fa70491e209131cea4a30d |
| QueryDet | 19.56 | Not recorded | 68fa70491e209131cea4a30d |
| density crop-guided detector | 19.26 | Not recorded | 68fa70491e209131cea4a30d |
| QueryDet | 16.58 | Not recorded | 68fa70491e209131cea4a30d |

### density crop-guided semi-supervised detector

AP: 27.46. Result ID: 699111753a6c314849057189.

[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: {"Setting":"Semi-supervised"}. This record does not assert independent reproduction.

### QueryDet

AP: 19.56. Result ID: 699111753a6c314849057188.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31cc4.md>)

[Implementation](<https://github.com/ChenhongyiYang/QueryDet-PyTorch>)

Recorded evaluation configuration: {"Setting":"Semi-supervised (SSOD)"}. This record does not assert independent reproduction.

### density crop-guided detector

AP: 19.26. Result ID: 699111753a6c314849057187.

[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: {"Setting":"Supervised"}. This record does not assert independent reproduction.

### QueryDet

AP: 16.58. Result ID: 699111753a6c314849057186.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31cc4.md>)

[Implementation](<https://github.com/ChenhongyiYang/QueryDet-PyTorch>)

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

Page 1 of 1. This is an index page, not the full collection.