20 episodes

This course deals with the techniques for automated extraction of high-level information from images generated by cameras, three-dimensional surface sensors, and medical devices. Typical applications include automated construction of 3D models from video footage and detection of objects in various types of images.

Image Processing and Analysis Owen Carmichael

    • Technology

This course deals with the techniques for automated extraction of high-level information from images generated by cameras, three-dimensional surface sensors, and medical devices. Typical applications include automated construction of 3D models from video footage and detection of objects in various types of images.

    • video
    Medical Image Acquisition

    Medical Image Acquisition

    Lecture 20: Carmichael discusses three main ways of obtaining medical imaging data: CT (Computed Tomography) scans, MRIs (Magnetic Resonance Imaging) and PET (Positron Emission Tomography)

    • 44 min
    • video
    Object Detection from Range Data

    Object Detection from Range Data

    Lecture 19: Carmichael discusses some problems that can arise in range data-based detection and how these problems can be fixed by creating transformation-consistent clusters.

    • 51 min
    • video
    Local Shape Representations

    Local Shape Representations

    Lecture 18: Carmichael discusses advantages of local shape representations and two methods for creating them: the segmentation method and the vertex-based method.

    • 51 min
    • video
    Global Shape Representations

    Global Shape Representations

    Lecture 17: The instructor discusses ways of storing and searching 3D models. Explains database querying, geons, object signatures and shape histograms.

    • 55 min
    • video
    Combining Multiple Meshes

    Combining Multiple Meshes

    Lecture 16: Carmichael discusses two approaches (mesh-based and volumetric) for combining multiple meshes to form a single closed surface.

    • 50 min
    • video
    Mesh Alignment II

    Mesh Alignment II

    Lecture 15: In the second lecture on mesh alignment, Carmichale explains nonrigid alignment and how to accomplish this process using a technique called deformable registration.

    • 51 min

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