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Open Datasets
Military Aircraft Detection
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Military Aircraft Detection

Annotated image dataset for the automatic detection of 43 types of military aircraft, with PASCAL VOC enclosing boxes.

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Size

4,388 annotated images, VOC format, 624 MB

Licence

Apache 2.0

Description

The dataset Military Aircraft Detection contains 4,388 annotated images for the detection of military aircraft using enclosing boxes in PASCAL VOC format. It covers 43 different models (F-16, Rafale, B-2, Mirage2000, etc.) and is a valuable resource for training or testing object detection algorithms in a military or aeronautical context.

What is this dataset for?

  • Train object detection models like YOLO, SSD, or Faster R-CNN on military aircraft
  • Develop visual recognition systems for military use or aerial surveillance
  • Perform aircraft classification and counting on aerial or satellite images

Can it be enriched or improved?

Yes, we can improve this dataset by adding additional annotations (orientation, estimated altitude, weather conditions), by diversifying the sources (infrared, satellite), or by standardizing class names. It is also possible to supplement it with synthetic images to reinforce low-volume training.

🔎 In summary

Criterion Evaluation
🧩 Ease of use⭐⭐⭐⭐✩ (Clear structure and standardized annotations)
🧼 Need for cleaning⭐⭐⭐⭐✩ (Low – check for possible duplicates)
🏷️ Annotation richness⭐⭐⭐✩✩ (Bounding boxes only, no segmentation)
📜 Commercial license✅ Yes (Apache 2.0)
👨‍💻 Beginner friendly✅ Yes – easy to use with a standard framework
🔁 Fine-tuning ready✅ Excellent base for fine-tuning a detection model
🌍 Cultural diversity🌎 Medium – airplane models mainly American, Russian, European

🧠 Recommended for

  • Military computer vision projects
  • Embedded systems
  • Specialized object detection

🔧 Compatible tools

  • YoloV8
  • Detectron2
  • MMdetection
  • Roboflow
  • CVAT

💡 Tip

For better results, rebalance rare classes and enrich with data augmentation.

Frequently Asked Questions

What annotation format is used in this dataset?

The format used is PASCAL VOC with the coordinates of the surrounding boxes (xmin, ymin, xmax, ymax).

Is it possible to filter by aircraft type?

Yes, each image is annotated with the exact type of aircraft, allowing for precise filtering according to your needs.

Can this dataset be used for real-time models?

Yes, it is perfectly suited to training lightweight models (YOLO, etc.) that can be used in real time detection.

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