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A curated list of free, high-quality, university-level courses with video lectures related to the field of Computer Vision.

441
GitHub Stars
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Curated Resources
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Signal ProcessingImage and Video ProcessingIntroductory Computer VisionAdvanced Computer VisionDeep Learning for Computer VisionHuman Vision and PerceptionMachine LearningDeep LearningComputer Graphics

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Signal Processing

Image and Video Processing

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    but you will also learn how to perform these key processing tasks in practice using state-of-the-art techniques and tools. We will introduce and use a wide variety of such tools – from optimization toolboxes to statistical techniques. Emphasis on the special role sparsity plays in modern image and video processing will also be given. In all cases, example images and videos pertaining to specific application domains will be utilized.

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Advanced Computer Vision

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    perspective projection and camera motion. The goal is to reconstruct the three-dimensional world and the camera motion from multiple images. To this end, one determines correspondences between points in various images and respective constraints that allow to compute motion and 3D structure. A particular emphasis of the lecture is on mathematical descriptions of rigid body motion and of perspective projection. For estimating camera motion and 3D geometry we will make use of both spectral methods and methods of nonlinear optimization.

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Deep Learning for Computer Vision

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