wlzhao22 / mirlecture

course slides for Multimedia Information Retrieval

Lecture Slides for Multimedia Information Retrieval

This project shares the "Multimedia Information Retrieval" course slides (in English) in PDF. The slides are fully written and organized by Wan-Lei Zhao (from Xiamen University, China). This course is targeted to the first year graduate student. There are more than 550 slides in total.

Syllabus

Lecture 1 Introduction to history of Internet

Lecture 2 Pre-processing on web documents, Boolean model and vector model of text retrieval

Lecture 3 Inverted file structure

Lecture 4 Pagerank and the Evaluation Measures for Search Tasks

Lecture 5 k-means Clustering

Lecture 6 Basics about Image Processing

Lecture 7 Image Features: traditional global feature, traditional local feature, and deep feature

Lecture 8 Image Feature Aggregation Methods

Lecture 9 High-dimensional Nearest Neighbor Approaches: Tree, LSH, Product Qunatization, and Graph-based

Lecture 10 Visual Instance Search

Lecture 11 Recommendation System

Lecture 12 Music Search and Sound Feature

Compile sample slides for lecture 6

cd lec6/
pdflatex mir-lec6.tex

Copyright Issue

Any one who receives these slides and material are free to use them. BUT when one shows them in any form or in any situation, one should point out that "they are designed by Wan-Lei Zhao from China".

Exercises for the course

If one wants to get the exercises I designed for this course, please send email to me. Please be noted that I will only share my exercises with teachers. So the one who sends me the request should prove himself/herself a teacher first.

Author

Wan-Lei Zhao