Time/Location: Wednesdayy 4:30-7:10, Lecture Hall 3Teaching Assistant : Pooya Fayyazsanavi pfayyazs@gmu.edu, Tuesday 11-12pm, ENGR 4456
Instructor: Dr. Jana Kosecka
Office: ENGR 4444
Office hours: by appointment, preferably Tuesday 2-3pm
email: kosecka@gmu.edu
Course website http://cs.gmu.edu/~kosecka/cs682/
Course communication Piazza
Computer Vision Compendium CVonline
More code details from [1] are here
Fundamentals on image processing (.pdf)
Schedule (subject to change)
Date Topic Assignments Jan 26 Introduction and course logistics slides
Image Formation Pinhole Camera slides
Image Formation Lens slides
Linear Algebra (vectors, matrices) slides
Jupyter, Colab, Python Tutorial
Python/numpy tutorial zip fileFeb 1 Color Images
Photometric Aspects of Image Formation
Image Filtering
HW1 out (due February 15th) Feb 8 Smoothing, Derivatives
Fourier Transform
Image Pyramids
Feb 15 Image features
Advanced Features
Texture
HW2 out (due February 23rd) Feb 22 Corners, SIFT fetaures
Laplacian Blob Detectors
HOG features
HW3 out (due March 9nd) March 1 Image correspodences, Optical Flow
Linear Algebra Review
March 8 Fitting, RANSAC
Image Alignment, Stiching, Panoramas
Stereo, Epipolar geometry
Instance Retrieval
HW 4 out (due March 23) Project Resources
March 15 3D reconstruction, uncalibrated two views
Advanced Stereo
Image-Based Modelling
Project Description due
March 22 Detection and Recognition of objects in images
Recognition statistical view-point
HW 5 out (due April 6)
March 29 Recognition statistical view-point (cont.)
Deep Learning, Object recognition
April 5 Object Recognion, Modelling Spatial Relations
Discriminative Part Based Models, Object Detection
Segmentation
HW 6 out (due April 19th)
April 12 Deep Learning for Computer Vision
Scene Recognition, Activity Recognition, RGB-D recognition
April 19 Image Captioning, Image Generation April 26 tbd May 10 Final Project Presentation slides (.pdf)
formatting instructions latex (.tar.gz) MS word (.doc)