drones-dataset/drone_detection_dataset.html at main · ahmedemam576/drones-dataset · GitHub

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    <h1>DroneDetectionDataset</h1>

    <h2>Overview</h2>
    <p>A real-world object detection dataset specifically designed for detecting quadcopter UAVs. It contains over 50,000 training images and 5,000 test images with annotations in PASCAL VOC format.</p>

    <h2>Key Statistics</h2>
    <ul>
        <li>51,446 training images</li>
        <li>5,375 test images</li>
        <li>Single class: "drone" (quadcopter UAV)</li>
        <li>Various lighting conditions and environments</li>
        <li>Different distances and angles</li>
    </ul>

    <h2>Strengths</h2>
    <ul>
        <li>Large-scale, focused dataset</li>
        <li>Real-world capture conditions</li>
        <li>Well-structured train/test split</li>
        <li>Standard annotation format</li>
    </ul>

    <h2>Limitations</h2>
    <ul>
        <li>Limited to quadcopter UAVs</li>
        <li>Single class only</li>
        <li>No temporal information</li>
        <li>Limited environmental diversity</li>
    </ul>

    <h2>Applications</h2>
    <ul>
        <li>Counter-drone systems</li>
        <li>Drone detection for security</li>
        <li>Airspace monitoring</li>
        <li>Restricted area surveillance</li>
    </ul>

    <h2>Source</h2>
    <p>GitHub: <a href="https://github.com/Maciullo/DroneDetectionDataset" target="_blank">https://github.com/Maciullo/DroneDetectionDataset</a></p>

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