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ECS 173: Image Processing and Analysis (Fall 2010, UC Davis). Instructor: Professor Owen Carmichael.
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Description
This course deals with 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.
Course content
- Lecture 01 – Course Introduction Unlimited
- Lecture 02 – Fourier Analysis Unlimited
- Lecture 03 – Edge and Corner Detection Unlimited
- Lecture 04 – Saliency and Scale Unlimited
- Lecture 05 – Object Detection Unlimited
- Lecture 06 – Object Detection (cont.) Unlimited
- Lecture 07 – Bottom-Up Image Segmentation Unlimited
- Lecture 08 – Top-Down Image Segmentation Unlimited
- Lecture 09 – Texture Analysis Unlimited
- Lecture 10 – Neighborhoods Unlimited
- Lecture 11 – Invariants Unlimited
- Lecture 12 – 3D Image Acquisition Unlimited
- Lecture 13 – Mesh Smoothing Unlimited
- Lecture 14 – Mesh Alignment I Unlimited
- Lecture 15 – Mesh Alignment II Unlimited
- Lecture 16 – Combining Multiple Meshes Unlimited
- Lecture 17 – Global Shape Representations Unlimited
- Lecture 18 – Local Shape Representations Unlimited
- Lecture 19 – Object Detection from Range Data Unlimited
- Lecture 20 – Medical Image Acquisition Unlimited
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