Computer Vision

　

CS 678

　

Spring 2018, WVU

　

Instructor: Guodong Guo

Office: AER-345

Phone: 304  293  9143

email: Guodong -DOT- Guo  -AT-  mail -DOT- wvu -DOT- edu

Syllabus is here

　

Lecture Hours: 5pm - 7:30pm (W)

Classroom: AER-E 215

Office Hours: 3:00pm - 4:00pm (TH) or by appointment

　

　

Textbook

        Computer Vision: Algorithms and Applications, Richard Szeliski, http://szeliski.org/Book/

　

　

Other Useful books       

　

        Introductory Techniques for 3-D Computer Vision, E. Trucco and A. Verri, Prentice Hall, 1998. ISBN 0-13-261108-2

         

        Computer Vision: A Modern Approach by D. A. Forsyth and J. Ponce, Prentice Hall, 2003. ISBN-10: 0-13-085198-1

        

Announcement:

          Will be put here.

         

　

Calendar:

Dates

Topics

Readings

Assignments

Jan 10

General introduction to computer vision

and recent advances [PPT]

　
  • Szeliski, Ch 1.0

　

HW0 (warm up): Install OpenCV, read and write images, and try some simple functions, such as reading and saving images. No need to turn in.

Jan 17

　

Human vision and cameras [PPT]

　
  • Szeliski, Ch 2
  • F&P, Ch 1&6

　

　

Jan 24

　

　

Filtering [PPT]

　
  • Szeliski, 3.1-3.2
  • F&P, Ch 7
  • Szeliski, 3.5
  • F&P, Ch 9.2

　

　

Jan 31

 Edge detection [PPT]

　
  • Szeliski, Ch 4.2
　		 HW1 assigned

Due Feb. 28, 2018

Feb. 7

 Feature Extraction [PPT]

  

　

　

　

Fitting [PPT]
  • Szeliski, Ch 4.1
  • optional: K. Mikolajczyk, C. Schmid,  A performance evaluation of local descriptors. In PAMI 27(10):1615-1630
　
  • Szeliski, 6.1
  • F&P, 3.1 & 15

　

 　
Feb. 21 Hough Transform [PPT]
  • F&P, 3.1 & 15
 　

Feb. 28

　

　

　

Image Stitching [PPT]

　

　

　

      Szeliski, 9

 　
Feb. 28

　

　

Optical Flow [PPT]

　

　
  • Szeliski, 9
  • F&P, 17, 25.4
  • T&V, 8 

　

 　

March 7

Image Segmentation     

[PPT]　

　

　

Face Verification and Search

[PPT1] [PPT2]

　

　

　

N. Kumar et al., "FaceTracer: A Search Engine for Large Collections of Images with Faces," ECCV 2008;

N. Kumar et al., "Attributes and Similes for Face Verification," ICCV 2009

Link: http://www.cs.columbia.edu/~neeraj/

　		 HW2 assigned

Due March 21, 2018　

 

 

March 14

 Spring Break 　 　
　

March 21

　

 Object Recognition [PPT]

　

 22.1, 22.2, & 22.5 (F&P)

   14 (Szeliski) 

　		 HW3 assigned

Due April 4, 2018　　　
　 　 　

　
　 　 　

　

April 5

 Bag of Features

[PPT]　

　

Using Spatial Information[PPT]　

　

 　 　
April 12

Single View Modeling [PPT] 

Epipolar Geometry [PPT]　

 　

　

April 19

　

Stereo [PPT]　

　

Final project initiative presentation

　

　

 　
April 26

Intro to RGB-D sensor

[PDF]

　

Brief Review of the course　

[PDF]

　

 　

　
　 Exam 　

　
　

　

 　 　
　 　 　 　
　 　 　 　
　 　 　 　
　 　 　 　
　 　 　 　
　 　 　 　
　 　 　 　
　 　 　 　
　 　 　 　
　 　 　 　

　

　

Others:

OpenCV can be download here.

Useful materials to Computer Vision study are here

CV papers web containing on-line papers and some code and datasets