Time/Location: Tuesday/Thursday 10:30-11:45, Music/Theatre Building 1005
Instructor: Dr. Jana Kosecka
Office: 4444, Research II
Office hours: by appointment or Thursday 2-3pm
email: kosecka@gmu.edu
Course website http://cs.gmu.edu/~kosecka/cs482/
Course communication Piazza
[1] Invitation to 3D Vision: From Images to Geometric Models: Y. Ma, S. Soatto, J. Kosecka and S. Sastry web siteOnline Resources
Computer Vision Compendium CVonline
More code details from [1] are here
Fundamentals on image processing (.pdf)
Schedule (subject to change)
Date (week of) Topic Assignments Week 1 Introduction and course logistics .pdf
Representation of 3D moving scene, Chapter 2 in [1] .pdf
Chapter 3 in [1] .pdf , Chapter 2 in [5]
Linear Algebra (vectors, 2D transformations)
.pdf ,Jupyter, Colab, Python Tutorial
Python/numpy tutorial zip fileWeek 2 Image Formation
Image Operations, Filtering
HW1 out Week 3 Light and Colour
Camera Calibration
Linear Algebra (eigen-analysis, least squares estimation
Week 4 Image features
Advanced Features
Texture
HW2 out (due February 23rd) Week 5 Corners, SIFT fetaures
HW3 out (due March 9nd) Week 6 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 Spring Break
March 22 3D reconstruction, uncalibrated two views
Advanced Stereo
Image-Based Modelling
Project Description March 22-29
March 29 Detection and Recognition of objects in images HW 5 out (due April 6)
Supervised Learning: classification
April 5 Supervised Learning: Artifical Neural Networks
Deep Learning, Object recognition
Takehome Exam
April 12 Object Detection, Segmentation
Deep Learning, Object recognition
April 19 Deep Learning for Computer Vision
Scene Recognition, Activity Recognition, RGB-D recognition
April 26 Image Captioning, Image Generation May 2 Image Captioning, Image Generation May 12 Final Project Presentation slides (.pdf)
formatting instructions latex (.tar.gz) MS word (.doc)