# Object Detection on Semantic Drone (remaining 100 images)

Source: [Object Detection on Semantic Drone (remaining 100 images)](<https://www.sota2.com/research/sota/object-detection-on-semantic-drone-remaining-100-images>)

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

Data updated: 2026-02-26T06:10:04.072Z

Evaluation of Object Detection performance using the Semantic Drone dataset, specifically focusing on the remaining 100 images subset.

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) | Semantic Drone (remaining 100 images) |
| Metric | mAP@50 |
| 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@50](<https://www.sota2.com/research/sota/object-detection-on-semantic-drone-remaining-100-images.md?metric=mAP%4050>): Higher is better; unit: PERCENT.

- [mAP@50:95](<https://www.sota2.com/research/sota/object-detection-on-semantic-drone-remaining-100-images.md?metric=mAP%4050%3A95>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP@50 | Result date | Report paper |
| --- | --- | --- | --- |
| YOLO11x | 90.7 | Not recorded | 6940e775456146936284f64f |
| YOLO11x | 89.8 | Not recorded | 6940e775456146936284f64f |
| YOLO11x | 86.8 | Not recorded | 6940e775456146936284f64f |
| YOLO11x | 81.9 | Not recorded | 6940e775456146936284f64f |
| YOLO11x | 74.5 | Not recorded | 6940e775456146936284f64f |
| YOLO11x | 71.1 | Not recorded | 6940e775456146936284f64f |

### YOLO11x

mAP@50: 90.7. Result ID: 69984f0c5698665ec4ac8783.

[Reporting paper](<https://www.sota2.com/research/paper/6940e775456146936284f64f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e775456146936284f64f.md>)

Recorded evaluation configuration: {"Training set size":"300","Augmented":"true"}. This record does not assert independent reproduction.

### YOLO11x

mAP@50: 89.8. Result ID: 69984f0c5698665ec4ac8782.

[Reporting paper](<https://www.sota2.com/research/paper/6940e775456146936284f64f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e775456146936284f64f.md>)

Recorded evaluation configuration: {"Training set size":"300","Augmented":"false"}. This record does not assert independent reproduction.

### YOLO11x

mAP@50: 86.8. Result ID: 69984f0c5698665ec4ac8781.

[Reporting paper](<https://www.sota2.com/research/paper/6940e775456146936284f64f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e775456146936284f64f.md>)

Recorded evaluation configuration: {"Training set size":"200","Augmented":"true"}. This record does not assert independent reproduction.

### YOLO11x

mAP@50: 81.9. Result ID: 69984f0c5698665ec4ac8780.

[Reporting paper](<https://www.sota2.com/research/paper/6940e775456146936284f64f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e775456146936284f64f.md>)

Recorded evaluation configuration: {"Training set size":"200","Augmented":"false"}. This record does not assert independent reproduction.

### YOLO11x

mAP@50: 74.5. Result ID: 69984f0c5698665ec4ac877f.

[Reporting paper](<https://www.sota2.com/research/paper/6940e775456146936284f64f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e775456146936284f64f.md>)

Recorded evaluation configuration: {"Training set size":"100","Augmented":"true"}. This record does not assert independent reproduction.

### YOLO11x

mAP@50: 71.1. Result ID: 69984f0c5698665ec4ac877e.

[Reporting paper](<https://www.sota2.com/research/paper/6940e775456146936284f64f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6940e775456146936284f64f.md>)

Recorded evaluation configuration: {"Training set size":"100","Augmented":"false"}. This record does not assert independent reproduction.

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