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ECS 173: Image Processing and Analysis

ECS 173: Image Processing and Analysis (Fall 2010, UC Davis). Instructor: Professor Owen Carmichael. 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.

Introduction

Lecture 01 - Course Introduction

Lecture 02 - Fourier Analysis

Lecture 03 - Edge and Corner Detection

Lecture 04 - Saliency and Scale

Lecture 05 - Object Detection

Lecture 06 - Object Detection (cont.)

Lecture 07 - Bottom-Up Image Segmentation

Lecture 08 - Top-Down Image Segmentation

Lecture 09 - Texture Analysis

Lecture 10 - Neighborhoods

Lecture 11 - Invariants

Lecture 12 - 3D Image Acquisition

Lecture 13 - Mesh Smoothing

Lecture 14 - Mesh Alignment I

Lecture 15 - Mesh Alignment II

Lecture 16 - Combining Multiple Meshes

Lecture 17 - Global Shape Representations

Lecture 18 - Local Shape Representations

Lecture 19 - Object Detection from Range Data

Lecture 20 - Medical Image Acquisition