FreeAI/Machine Learningintermediate

Computer Vision

Name: Computer Vision
Availability: InStock

Grasp a foundational understanding of computer vision, you'll explore the principles of image formation and filtering

2 weeksEN12 lessons455 enrolled

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Course Curriculum

1 modules · 4 subjects · 12 lessons

Foundations of Computer VisionThis comprehensive course provides a foundational understanding of computer vision, covering everything from the basics of image formation and filtering to advanced topics in image analysis and machine learning techniques.

4 subjects

Image Formation

3 lessons

Pinhole Camera and Perspective ProjectionA focused lesson on Pinhole Camera and Perspective Projection with hands-on exercises and theory.
Lenses and ExposureA focused lesson on Lenses and Exposure with hands-on exercises and theory.
Pixels, Artifacts and CompressionA focused lesson on Pixels, Artifacts and Compression with hands-on exercises and theory.

Image Filtering

4 lessons

Convolution and LTI SystemsA focused lesson on Convolution and LTI Systems with hands-on exercises and theory.
Space and Frequency AnalysisA focused lesson on Space and Frequency Analysis with hands-on exercises and theory.
Pyramids and Multi-scaleA focused lesson on Pyramids and Multi-scale with hands-on exercises and theory.
Feature Detection and DescriptorsA focused lesson on Feature Detection and Descriptors with hands-on exercises and theory.

Image Analysis

3 lessons

Motion and TrackingA focused lesson on Motion and Tracking with hands-on exercises and theory.
Stereo and Epipolar GeometryA focused lesson on Stereo and Epipolar Geometry with hands-on exercises and theory.
Image StitchingA focused lesson on Image Stitching with hands-on exercises and theory.

Image Understanding

2 lessons

Feature Matching and RANSACA focused lesson on Feature Matching and RANSAC with hands-on exercises and theory.
Supervised and Unsupervised LearningA focused lesson on Supervised and Unsupervised Learning with hands-on exercises and theory.