Understanding vision: theory, models, and data
a textbook published by Oxford University Press 2014
This course covers some simple mathematical methods to help students learn computational vision in the rest of the textbook more easily, or to learn computational neuroscience in general.
content of a university course on "Introduction to vision science" by 2.5 hours of video, made easy to learn. No prior knowledge on vision science, psychology, or neuroscience necessary. Useful as background for learning computational vision.
To understand by first principles the brain's first stages of visual signal processing as manifested neurally and psychologically.
An introduction to visual attention and visual saliency from experimental data to computational theory.
A system level course on visual recognition from introduction to current research questions.