There is no single textbook for this course. Some of the lectures will use specific chapters from the following materials:

CVBOOK: Computer Vision: Algorithms and Applications by Rick Szeliski 2010
DLBOOK1: Deep Learning by Ian Goodfellow, Yoshua Bengio, and Aaron Courville, An MIT Press book, 2016
DLBOOK2: Neural Networks and Deep Learning by Michael Nielson
CVNOTES1: Some lecture notes on geometric computer vision (course notes in English with some parts still in French...) by Peter Sturm

The latest research topics in computer vision can be learned from the publications in the following computer vision conferences: